BibTeX records: Leman Akoglu

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@proceedings{DBLP:conf/wsdm/2024,
  editor       = {Luz Angelica Caudillo{-}Mata and
                  Silvio Lattanzi and
                  Andr{\'{e}}s {Mu{\~{n}}oz Medina} and
                  Leman Akoglu and
                  Aristides Gionis and
                  Sergei Vassilvitskii},
  title        = {Proceedings of the 17th {ACM} International Conference on Web Search
                  and Data Mining, {WSDM} 2024, Merida, Mexico, March 4-8, 2024},
  publisher    = {{ACM}},
  year         = {2024},
  url          = {https://doi.org/10.1145/3616855},
  doi          = {10.1145/3616855},
  timestamp    = {Thu, 28 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/wsdm/2024.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-03687,
  author       = {Lingxiao Zhao and
                  Xueying Ding and
                  Leman Akoglu},
  title        = {Pard: Permutation-Invariant Autoregressive Diffusion for Graph Generation},
  journal      = {CoRR},
  volume       = {abs/2402.03687},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.03687},
  doi          = {10.48550/ARXIV.2402.03687},
  eprinttype    = {arXiv},
  eprint       = {2402.03687},
  timestamp    = {Mon, 12 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-03687.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-03701,
  author       = {Lingxiao Zhao and
                  Xueying Ding and
                  Lijun Yu and
                  Leman Akoglu},
  title        = {Improving and Unifying Discrete{\&}Continuous-time Discrete Denoising
                  Diffusion},
  journal      = {CoRR},
  volume       = {abs/2402.03701},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.03701},
  doi          = {10.48550/ARXIV.2402.03701},
  eprinttype    = {arXiv},
  eprint       = {2402.03701},
  timestamp    = {Mon, 12 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-03701.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-06087,
  author       = {Meng{-}Chieh Lee and
                  Lingxiao Zhao and
                  Leman Akoglu},
  title        = {Descriptive Kernel Convolution Network with Improved Random Walk Kernel},
  journal      = {CoRR},
  volume       = {abs/2402.06087},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.06087},
  doi          = {10.48550/ARXIV.2402.06087},
  eprinttype    = {arXiv},
  eprint       = {2402.06087},
  timestamp    = {Fri, 16 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-06087.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-07860,
  author       = {Steven Jecmen and
                  Nihar B. Shah and
                  Fei Fang and
                  Leman Akoglu},
  title        = {On the Detection of Reviewer-Author Collusion Rings From Paper Bidding},
  journal      = {CoRR},
  volume       = {abs/2402.07860},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.07860},
  doi          = {10.48550/ARXIV.2402.07860},
  eprinttype    = {arXiv},
  eprint       = {2402.07860},
  timestamp    = {Mon, 19 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-07860.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bigdata/ZhaoA23,
  author       = {Lingxiao Zhao and
                  Leman Akoglu},
  title        = {On Using Classification Datasets to Evaluate Graph Outlier Detection:
                  Peculiar Observations and New Insights},
  journal      = {Big Data},
  volume       = {11},
  number       = {3},
  pages        = {151--180},
  year         = {2023},
  url          = {https://doi.org/10.1089/big.2021.0069},
  doi          = {10.1089/BIG.2021.0069},
  timestamp    = {Fri, 07 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bigdata/ZhaoA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/debu/ZhuYHZAK23,
  author       = {Jiong Zhu and
                  Yujun Yan and
                  Mark Heimann and
                  Lingxiao Zhao and
                  Leman Akoglu and
                  Danai Koutra},
  title        = {Heterophily and Graph Neural Networks: Past, Present and Future},
  journal      = {{IEEE} Data Eng. Bull.},
  volume       = {46},
  number       = {2},
  pages        = {12--34},
  year         = {2023},
  url          = {http://sites.computer.org/debull/A23june/p12.pdf},
  timestamp    = {Tue, 23 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/debu/ZhuYHZAK23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/expert/XiaAAL23,
  author       = {Feng Xia and
                  Leman Akoglu and
                  Charu Aggarwal and
                  Huan Liu},
  title        = {Deep Anomaly Analytics: Advancing the Frontier of Anomaly Detection},
  journal      = {{IEEE} Intell. Syst.},
  volume       = {38},
  number       = {2},
  pages        = {32--35},
  year         = {2023},
  url          = {https://doi.org/10.1109/MIS.2023.3255590},
  doi          = {10.1109/MIS.2023.3255590},
  timestamp    = {Wed, 17 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/expert/XiaAAL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/ShekharEHEFA23,
  author       = {Shubhranshu Shekhar and
                  Dhivya Eswaran and
                  Bryan Hooi and
                  Jonathan Elmer and
                  Christos Faloutsos and
                  Leman Akoglu},
  title        = {Benefit-aware early prediction of health outcomes on multivariate
                  {EEG} time series},
  journal      = {J. Biomed. Informatics},
  volume       = {139},
  pages        = {104296},
  year         = {2023},
  url          = {https://doi.org/10.1016/j.jbi.2023.104296},
  doi          = {10.1016/J.JBI.2023.104296},
  timestamp    = {Tue, 28 Mar 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jbi/ShekharEHEFA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/ZhaoSA23,
  author       = {Lingxiao Zhao and
                  Saurabh Sawlani and
                  Leman Akoglu},
  title        = {Density of states for fast embedding node-attributed graphs},
  journal      = {Knowl. Inf. Syst.},
  volume       = {65},
  number       = {6},
  pages        = {2455--2483},
  year         = {2023},
  url          = {https://doi.org/10.1007/s10115-023-01836-3},
  doi          = {10.1007/S10115-023-01836-3},
  timestamp    = {Sat, 13 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/kais/ZhaoSA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigkdd/Ma0ZA23,
  author       = {Martin Q. Ma and
                  Yue Zhao and
                  Xiaorong Zhang and
                  Leman Akoglu},
  title        = {The Need for Unsupervised Outlier Model Selection: {A} Review and
                  Evaluation of Internal Evaluation Strategies},
  journal      = {{SIGKDD} Explor.},
  volume       = {25},
  number       = {1},
  pages        = {19--35},
  year         = {2023},
  url          = {https://doi.org/10.1145/3606274.3606277},
  doi          = {10.1145/3606274.3606277},
  timestamp    = {Tue, 08 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sigkdd/Ma0ZA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkdd/NguyenLA23,
  author       = {Hung T. Nguyen and
                  Pierre J. Liang and
                  Leman Akoglu},
  title        = {Detecting Anomalous Graphs in Labeled Multi-Graph Databases},
  journal      = {{ACM} Trans. Knowl. Discov. Data},
  volume       = {17},
  number       = {2},
  pages        = {16:1--16:25},
  year         = {2023},
  url          = {https://doi.org/10.1145/3533770},
  doi          = {10.1145/3533770},
  timestamp    = {Wed, 17 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tkdd/NguyenLA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkde/MaWXYZSXA23,
  author       = {Xiaoxiao Ma and
                  Jia Wu and
                  Shan Xue and
                  Jian Yang and
                  Chuan Zhou and
                  Quan Z. Sheng and
                  Hui Xiong and
                  Leman Akoglu},
  title        = {A Comprehensive Survey on Graph Anomaly Detection With Deep Learning},
  journal      = {{IEEE} Trans. Knowl. Data Eng.},
  volume       = {35},
  number       = {12},
  pages        = {12012--12038},
  year         = {2023},
  url          = {https://doi.org/10.1109/TKDE.2021.3118815},
  doi          = {10.1109/TKDE.2021.3118815},
  timestamp    = {Tue, 12 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tkde/MaWXYZSXA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/SotiropoulosZLA23,
  author       = {Konstantinos Sotiropoulos and
                  Lingxiao Zhao and
                  Pierre Jinghong Liang and
                  Leman Akoglu},
  editor       = {Jingrui He and
                  Themis Palpanas and
                  Xiaohua Hu and
                  Alfredo Cuzzocrea and
                  Dejing Dou and
                  Dominik Slezak and
                  Wei Wang and
                  Aleksandra Gruca and
                  Jerry Chun{-}Wei Lin and
                  Rakesh Agrawal},
  title        = {{ADAMM:} Anomaly Detection of Attributed Multi-graphs with Metadata:
                  {A} Unified Neural Network Approach},
  booktitle    = {{IEEE} International Conference on Big Data, BigData 2023, Sorrento,
                  Italy, December 15-18, 2023},
  pages        = {865--874},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/BigData59044.2023.10386245},
  doi          = {10.1109/BIGDATA59044.2023.10386245},
  timestamp    = {Fri, 02 Feb 2024 12:00:39 +0100},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/SotiropoulosZLA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/AkogluY23,
  author       = {Leman Akoglu and
                  Jaemin Yoo},
  editor       = {Jingrui He and
                  Themis Palpanas and
                  Xiaohua Hu and
                  Alfredo Cuzzocrea and
                  Dejing Dou and
                  Dominik Slezak and
                  Wei Wang and
                  Aleksandra Gruca and
                  Jerry Chun{-}Wei Lin and
                  Rakesh Agrawal},
  title        = {Self-Supervision for Tackling Unsupervised Anomaly Detection: Pitfalls
                  and Opportunities},
  booktitle    = {{IEEE} International Conference on Big Data, BigData 2023, Sorrento,
                  Italy, December 15-18, 2023},
  pages        = {1047--1051},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/BigData59044.2023.10386202},
  doi          = {10.1109/BIGDATA59044.2023.10386202},
  timestamp    = {Fri, 02 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/AkogluY23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaif/DingSKBA23,
  author       = {Xueying Ding and
                  Nikita Seleznev and
                  Senthil Kumar and
                  C. Bayan Bruss and
                  Leman Akoglu},
  title        = {From Detection to Action: a Human-in-the-loop Toolkit for Anomaly
                  Reasoning and Management},
  booktitle    = {4th {ACM} International Conference on {AI} in Finance, {ICAIF} 2023,
                  Brooklyn, NY, USA, November 27-29, 2023},
  pages        = {279--287},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3604237.3626872},
  doi          = {10.1145/3604237.3626872},
  timestamp    = {Sun, 10 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icaif/DingSKBA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/AkogluCKNDNF23,
  author       = {Leman Akoglu and
                  Nitesh V. Chawla and
                  Senthil Kumar and
                  Saurabh Nagrecha and
                  Mahashweta Das and
                  Vidyut M. Naware and
                  Tanveer A. Faruquie},
  editor       = {Ambuj K. Singh and
                  Yizhou Sun and
                  Leman Akoglu and
                  Dimitrios Gunopulos and
                  Xifeng Yan and
                  Ravi Kumar and
                  Fatma Ozcan and
                  Jieping Ye},
  title        = {{KDD} Workshop on Machine Learning in Finance},
  booktitle    = {Proceedings of the 29th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, {KDD} 2023, Long Beach, CA, USA, August 6-10, 2023},
  pages        = {5863--5864},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3580305.3599223},
  doi          = {10.1145/3580305.3599223},
  timestamp    = {Mon, 25 Sep 2023 08:29:22 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/AkogluCKNDNF23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ShahFZFA23,
  author       = {Neil Shah and
                  Shobeir Fakhraei and
                  Da Zheng and
                  Bahare Fatemi and
                  Leman Akoglu},
  editor       = {Ambuj K. Singh and
                  Yizhou Sun and
                  Leman Akoglu and
                  Dimitrios Gunopulos and
                  Xifeng Yan and
                  Ravi Kumar and
                  Fatma Ozcan and
                  Jieping Ye},
  title        = {19th International Workshop on Mining and Learning with Graphs {(MLG)}},
  booktitle    = {Proceedings of the 29th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, {KDD} 2023, Long Beach, CA, USA, August 6-10, 2023},
  pages        = {5882--5883},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3580305.3599232},
  doi          = {10.1145/3580305.3599232},
  timestamp    = {Fri, 18 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/ShahFZFA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/YooZZA23,
  author       = {Jaemin Yoo and
                  Yue Zhao and
                  Lingxiao Zhao and
                  Leman Akoglu},
  editor       = {Danai Koutra and
                  Claudia Plant and
                  Manuel Gomez{-}Rodriguez and
                  Elena Baralis and
                  Francesco Bonchi},
  title        = {{DSV:} An Alignment Validation Loss for Self-supervised Outlier Model
                  Selection},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases: Research Track
                  - European Conference, {ECML} {PKDD} 2023, Turin, Italy, September
                  18-22, 2023, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {14169},
  pages        = {254--269},
  publisher    = {Springer},
  year         = {2023},
  url          = {https://doi.org/10.1007/978-3-031-43412-9\_15},
  doi          = {10.1007/978-3-031-43412-9\_15},
  timestamp    = {Wed, 20 Sep 2023 23:28:45 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/YooZZA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/kdd/2023,
  editor       = {Ambuj K. Singh and
                  Yizhou Sun and
                  Leman Akoglu and
                  Dimitrios Gunopulos and
                  Xifeng Yan and
                  Ravi Kumar and
                  Fatma Ozcan and
                  Jieping Ye},
  title        = {Proceedings of the 29th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, {KDD} 2023, Long Beach, CA, USA, August 6-10, 2023},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3580305},
  doi          = {10.1145/3580305},
  timestamp    = {Mon, 25 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/2023.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-03368,
  author       = {Xueying Ding and
                  Nikita Seleznev and
                  Senthil Kumar and
                  C. Bayan Bruss and
                  Leman Akoglu},
  title        = {From Explanation to Action: An End-to-End Human-in-the-loop Framework
                  for Anomaly Reasoning and Management},
  journal      = {CoRR},
  volume       = {abs/2304.03368},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.03368},
  doi          = {10.48550/ARXIV.2304.03368},
  eprinttype    = {arXiv},
  eprint       = {2304.03368},
  timestamp    = {Tue, 18 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-03368.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-12033,
  author       = {Jaemin Yoo and
                  Lingxiao Zhao and
                  Leman Akoglu},
  title        = {End-to-End Augmentation Hyperparameter Tuning for Self-Supervised
                  Anomaly Detection},
  journal      = {CoRR},
  volume       = {abs/2306.12033},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.12033},
  doi          = {10.48550/ARXIV.2306.12033},
  eprinttype    = {arXiv},
  eprint       = {2306.12033},
  timestamp    = {Fri, 23 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-12033.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-06534,
  author       = {Jaemin Yoo and
                  Yue Zhao and
                  Lingxiao Zhao and
                  Leman Akoglu},
  title        = {{DSV:} An Alignment Validation Loss for Self-supervised Outlier Model
                  Selection},
  journal      = {CoRR},
  volume       = {abs/2307.06534},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.06534},
  doi          = {10.48550/ARXIV.2307.06534},
  eprinttype    = {arXiv},
  eprint       = {2307.06534},
  timestamp    = {Mon, 24 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-06534.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-10529,
  author       = {Xueying Ding and
                  Yue Zhao and
                  Leman Akoglu},
  title        = {Fast Unsupervised Deep Outlier Model Selection with Hypernetworks},
  journal      = {CoRR},
  volume       = {abs/2307.10529},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.10529},
  doi          = {10.48550/ARXIV.2307.10529},
  eprinttype    = {arXiv},
  eprint       = {2307.10529},
  timestamp    = {Wed, 26 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-10529.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-14380,
  author       = {Leman Akoglu and
                  Jaemin Yoo},
  title        = {Self-Supervision for Tackling Unsupervised Anomaly Detection: Pitfalls
                  and Opportunities},
  journal      = {CoRR},
  volume       = {abs/2308.14380},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.14380},
  doi          = {10.48550/ARXIV.2308.14380},
  eprinttype    = {arXiv},
  eprint       = {2308.14380},
  timestamp    = {Fri, 01 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-14380.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-07355,
  author       = {Konstantinos Sotiropoulos and
                  Lingxiao Zhao and
                  Pierre Jinghong Liang and
                  Leman Akoglu},
  title        = {{ADAMM:} Anomaly Detection of Attributed Multi-graphs with Metadata:
                  {A} Unified Neural Network Approach},
  journal      = {CoRR},
  volume       = {abs/2311.07355},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.07355},
  doi          = {10.48550/ARXIV.2311.07355},
  eprinttype    = {arXiv},
  eprint       = {2311.07355},
  timestamp    = {Wed, 15 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-07355.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigweb/CandanLADTT22,
  author       = {K. Sel{\c{c}}uk Candan and
                  Huan Liu and
                  Leman Akoglu and
                  Xin Luna Dong and
                  Jiliang Tang and
                  Andrew Tomkins},
  title        = {{ACM} {WSDM} 2022 report},
  journal      = {{SIGWEB} Newsl.},
  volume       = {2022},
  number       = {Summer},
  pages        = {1:1--1:6},
  year         = {2022},
  url          = {https://doi.org/10.1145/3545196.3545197},
  doi          = {10.1145/3545196.3545197},
  timestamp    = {Mon, 24 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sigweb/CandanLADTT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/0016ZA22,
  author       = {Yue Zhao and
                  Sean Zhang and
                  Leman Akoglu},
  editor       = {Xingquan Zhu and
                  Sanjay Ranka and
                  My T. Thai and
                  Takashi Washio and
                  Xindong Wu},
  title        = {Toward Unsupervised Outlier Model Selection},
  booktitle    = {{IEEE} International Conference on Data Mining, {ICDM} 2022, Orlando,
                  FL, USA, November 28 - Dec. 1, 2022},
  pages        = {773--782},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/ICDM54844.2022.00088},
  doi          = {10.1109/ICDM54844.2022.00088},
  timestamp    = {Thu, 02 Feb 2023 13:50:02 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/0016ZA22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/JiangCA22,
  author       = {Shuli Jiang and
                  Robson L. F. Cordeiro and
                  Leman Akoglu},
  editor       = {Xingquan Zhu and
                  Sanjay Ranka and
                  My T. Thai and
                  Takashi Washio and
                  Xindong Wu},
  title        = {{D.MCA:} Outlier Detection with Explicit Micro-Cluster Assignments},
  booktitle    = {{IEEE} International Conference on Data Mining, {ICDM} 2022, Orlando,
                  FL, USA, November 28 - Dec. 1, 2022},
  pages        = {987--992},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/ICDM54844.2022.00119},
  doi          = {10.1109/ICDM54844.2022.00119},
  timestamp    = {Thu, 02 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/JiangCA22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZhaoJAS22,
  author       = {Lingxiao Zhao and
                  Wei Jin and
                  Leman Akoglu and
                  Neil Shah},
  title        = {From Stars to Subgraphs: Uplifting Any {GNN} with Local Structure
                  Awareness},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=Mspk\_WYKoEH},
  timestamp    = {Thu, 05 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iclr/ZhaoJAS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ZhangUA22,
  author       = {Sean Zhang and
                  Varun Ursekar and
                  Leman Akoglu},
  editor       = {Aidong Zhang and
                  Huzefa Rangwala},
  title        = {Sparx: Distributed Outlier Detection at Scale},
  booktitle    = {{KDD} '22: The 28th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, Washington, DC, USA, August 14 - 18, 2022},
  pages        = {4530--4540},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3534678.3539076},
  doi          = {10.1145/3534678.3539076},
  timestamp    = {Mon, 28 Aug 2023 21:17:29 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/ZhangUA22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/KumarACNNFM22,
  author       = {Senthil Kumar and
                  Leman Akoglu and
                  Nitesh V. Chawla and
                  Saurabh Nagrecha and
                  Vidyut M. Naware and
                  Tanveer A. Faruquie and
                  Hays McCormick},
  editor       = {Aidong Zhang and
                  Huzefa Rangwala},
  title        = {{KDD} Workshop on Machine Learning in Finance},
  booktitle    = {{KDD} '22: The 28th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, Washington, DC, USA, August 14 - 18, 2022},
  pages        = {4882--4883},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3534678.3542908},
  doi          = {10.1145/3534678.3542908},
  timestamp    = {Mon, 15 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/KumarACNNFM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DingZA22,
  author       = {Xueying Ding and
                  Lingxiao Zhao and
                  Leman Akoglu},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Hyperparameter Sensitivity in Deep Outlier Detection: Analysis and
                  a Scalable Hyper-Ensemble Solution},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/3e9113e2bc2e700baa7d765470f140e1-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/DingZA22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZhangYWYXPSZSAA22,
  author       = {Ge Zhang and
                  Zhenyu Yang and
                  Jia Wu and
                  Jian Yang and
                  Shan Xue and
                  Hao Peng and
                  Jianlin Su and
                  Chuan Zhou and
                  Quan Z. Sheng and
                  Leman Akoglu and
                  Charu C. Aggarwal},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Dual-discriminative Graph Neural Network for Imbalanced Graph-level
                  Anomaly Detection},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/98a625423070cfc6ae3d82d4b59408a0-Abstract-Conference.html},
  timestamp    = {Thu, 15 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ZhangYWYXPSZSAA22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZhaoSA22,
  author       = {Lingxiao Zhao and
                  Neil Shah and
                  Leman Akoglu},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {A Practical, Progressively-Expressive {GNN}},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/dc89a0709f213fd0ac4b1172719b2c38-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ZhaoSA22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/BerberidisLA22,
  author       = {Dimitris Berberidis and
                  Pierre J. Liang and
                  Leman Akoglu},
  editor       = {Massih{-}Reza Amini and
                  St{\'{e}}phane Canu and
                  Asja Fischer and
                  Tias Guns and
                  Petra Kralj Novak and
                  Grigorios Tsoumakas},
  title        = {Summarizing Labeled Multi-graphs},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2022, Grenoble, France, September 19-23, 2022, Proceedings,
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13714},
  pages        = {53--68},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-26390-3\_4},
  doi          = {10.1007/978-3-031-26390-3\_4},
  timestamp    = {Mon, 20 Mar 2023 16:00:26 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/BerberidisLA22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/wsdm/2022,
  editor       = {K. Selcuk Candan and
                  Huan Liu and
                  Leman Akoglu and
                  Xin Luna Dong and
                  Jiliang Tang},
  title        = {{WSDM} '22: The Fifteenth {ACM} International Conference on Web Search
                  and Data Mining, Virtual Event / Tempe, AZ, USA, February 21 - 25,
                  2022},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3488560},
  doi          = {10.1145/3488560},
  isbn         = {978-1-4503-9132-0},
  timestamp    = {Fri, 18 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/wsdm/2022.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-01281,
  author       = {Sean Zhang and
                  Varun Ursekar and
                  Leman Akoglu},
  title        = {Sparx: Distributed Outlier Detection at Scale},
  journal      = {CoRR},
  volume       = {abs/2206.01281},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.01281},
  doi          = {10.48550/ARXIV.2206.01281},
  eprinttype    = {arXiv},
  eprint       = {2206.01281},
  timestamp    = {Mon, 13 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-01281.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07647,
  author       = {Xueying Ding and
                  Lingxiao Zhao and
                  Leman Akoglu},
  title        = {Hyperparameter Sensitivity in Deep Outlier Detection: Analysis and
                  a Scalable Hyper-Ensemble Solution},
  journal      = {CoRR},
  volume       = {abs/2206.07647},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.07647},
  doi          = {10.48550/ARXIV.2206.07647},
  eprinttype    = {arXiv},
  eprint       = {2206.07647},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-07647.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07674,
  author       = {Dimitris Berberidis and
                  Pierre J. Liang and
                  Leman Akoglu},
  title        = {Summarizing Labeled Multi-Graphs},
  journal      = {CoRR},
  volume       = {abs/2206.07674},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.07674},
  doi          = {10.48550/ARXIV.2206.07674},
  eprinttype    = {arXiv},
  eprint       = {2206.07674},
  timestamp    = {Tue, 21 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-07674.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-07734,
  author       = {Jaemin Yoo and
                  Tiancheng Zhao and
                  Leman Akoglu},
  title        = {Understanding the Effect of Data Augmentation in Self-supervised Anomaly
                  Detection},
  journal      = {CoRR},
  volume       = {abs/2208.07734},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2208.07734},
  doi          = {10.48550/ARXIV.2208.07734},
  eprinttype    = {arXiv},
  eprint       = {2208.07734},
  timestamp    = {Sat, 19 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2208-07734.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-11727,
  author       = {Yue Zhao and
                  Leman Akoglu},
  title        = {Towards Unsupervised {HPO} for Outlier Detection},
  journal      = {CoRR},
  volume       = {abs/2208.11727},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2208.11727},
  doi          = {10.48550/ARXIV.2208.11727},
  eprinttype    = {arXiv},
  eprint       = {2208.11727},
  timestamp    = {Tue, 30 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2208-11727.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-08212,
  author       = {Shuli Jiang and
                  Robson Leonardo Ferreira Cordeiro and
                  Leman Akoglu},
  title        = {{D.MCA:} Outlier Detection with Explicit Micro-Cluster Assignments},
  journal      = {CoRR},
  volume       = {abs/2210.08212},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.08212},
  doi          = {10.48550/ARXIV.2210.08212},
  eprinttype    = {arXiv},
  eprint       = {2210.08212},
  timestamp    = {Tue, 18 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-08212.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-09521,
  author       = {Lingxiao Zhao and
                  Louis H{\"{a}}rtel and
                  Neil Shah and
                  Leman Akoglu},
  title        = {A Practical, Progressively-Expressive {GNN}},
  journal      = {CoRR},
  volume       = {abs/2210.09521},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.09521},
  doi          = {10.48550/ARXIV.2210.09521},
  eprinttype    = {arXiv},
  eprint       = {2210.09521},
  timestamp    = {Mon, 24 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-09521.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-09535,
  author       = {Lingxiao Zhao and
                  Saurabh Sawlani and
                  Arvind Srinivasan and
                  Leman Akoglu},
  title        = {Graph Anomaly Detection with Unsupervised GNNs},
  journal      = {CoRR},
  volume       = {abs/2210.09535},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.09535},
  doi          = {10.48550/ARXIV.2210.09535},
  eprinttype    = {arXiv},
  eprint       = {2210.09535},
  timestamp    = {Wed, 23 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-09535.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-01834,
  author       = {Yue Zhao and
                  Sean Zhang and
                  Leman Akoglu},
  title        = {Toward Unsupervised Outlier Model Selection},
  journal      = {CoRR},
  volume       = {abs/2211.01834},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.01834},
  doi          = {10.48550/ARXIV.2211.01834},
  eprinttype    = {arXiv},
  eprint       = {2211.01834},
  timestamp    = {Fri, 04 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-01834.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-02927,
  author       = {Shubhranshu Shekhar and
                  Jetson Leder{-}Luis and
                  Leman Akoglu},
  title        = {Unsupervised Machine Learning for Explainable Medicare Fraud Detection},
  journal      = {CoRR},
  volume       = {abs/2211.02927},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.02927},
  doi          = {10.48550/ARXIV.2211.02927},
  eprinttype    = {arXiv},
  eprint       = {2211.02927},
  timestamp    = {Wed, 09 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-02927.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aies/ShekharSA21,
  author       = {Shubhranshu Shekhar and
                  Neil Shah and
                  Leman Akoglu},
  editor       = {Marion Fourcade and
                  Benjamin Kuipers and
                  Seth Lazar and
                  Deirdre K. Mulligan},
  title        = {FairOD: Fairness-aware Outlier Detection},
  booktitle    = {{AIES} '21: {AAAI/ACM} Conference on AI, Ethics, and Society, Virtual
                  Event, USA, May 19-21, 2021},
  pages        = {210--220},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3461702.3462517},
  doi          = {10.1145/3461702.3462517},
  timestamp    = {Mon, 02 Aug 2021 11:56:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aies/ShekharSA21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/Lee0BTA21,
  author       = {Meng{-}Chieh Lee and
                  Hung T. Nguyen and
                  Dimitris Berberidis and
                  Vincent S. Tseng and
                  Leman Akoglu},
  editor       = {Michele Coscia and
                  Alfredo Cuzzocrea and
                  Kai Shu and
                  Ralf Klamma and
                  Sharyn O'Halloran and
                  Jon G. Rokne},
  title        = {{GAWD:} graph anomaly detection in weighted directed graph databases},
  booktitle    = {{ASONAM} '21: International Conference on Advances in Social Networks
                  Analysis and Mining, Virtual Event, The Netherlands, November 8 -
                  11, 2021},
  pages        = {143--150},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3487351.3488325},
  doi          = {10.1145/3487351.3488325},
  timestamp    = {Mon, 24 Jan 2022 09:34:23 +0100},
  biburl       = {https://dblp.org/rec/conf/asunam/Lee0BTA21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/Akoglu21,
  author       = {Leman Akoglu},
  editor       = {Gianluca Demartini and
                  Guido Zuccon and
                  J. Shane Culpepper and
                  Zi Huang and
                  Hanghang Tong},
  title        = {Anomaly Mining: Past, Present and Future},
  booktitle    = {{CIKM} '21: The 30th {ACM} International Conference on Information
                  and Knowledge Management, Virtual Event, Queensland, Australia, November
                  1 - 5, 2021},
  pages        = {1--2},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3459637.3482495},
  doi          = {10.1145/3459637.3482495},
  timestamp    = {Tue, 16 Aug 2022 23:04:38 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/Akoglu21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/SawlaniZA21,
  author       = {Saurabh Sawlani and
                  Lingxiao Zhao and
                  Leman Akoglu},
  editor       = {James Bailey and
                  Pauli Miettinen and
                  Yun Sing Koh and
                  Dacheng Tao and
                  Xindong Wu},
  title        = {Fast Attributed Graph Embedding via Density of States},
  booktitle    = {{IEEE} International Conference on Data Mining, {ICDM} 2021, Auckland,
                  New Zealand, December 7-10, 2021},
  pages        = {559--568},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/ICDM51629.2021.00067},
  doi          = {10.1109/ICDM51629.2021.00067},
  timestamp    = {Mon, 31 Jan 2022 08:58:55 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/SawlaniZA21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/Akoglu21,
  author       = {Leman Akoglu},
  editor       = {Zhi{-}Hua Zhou},
  title        = {Anomaly Mining - Past, Present and Future},
  booktitle    = {Proceedings of the Thirtieth International Joint Conference on Artificial
                  Intelligence, {IJCAI} 2021, Virtual Event / Montreal, Canada, 19-27
                  August 2021},
  pages        = {4932--4936},
  publisher    = {ijcai.org},
  year         = {2021},
  url          = {https://doi.org/10.24963/ijcai.2021/697},
  doi          = {10.24963/IJCAI.2021/697},
  timestamp    = {Wed, 25 Aug 2021 17:11:16 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/Akoglu21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/0001HACJG21,
  author       = {Siddharth Bhatia and
                  Bryan Hooi and
                  Leman Akoglu and
                  Sourav Chatterjee and
                  Xiaodong Jiang and
                  Manish Gupta},
  editor       = {Feida Zhu and
                  Beng Chin Ooi and
                  Chunyan Miao},
  title        = {{ODD:} Outlier Detection and Description},
  booktitle    = {{KDD} '21: The 27th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, Virtual Event, Singapore, August 14-18, 2021},
  pages        = {4108--4109},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3447548.3469483},
  doi          = {10.1145/3447548.3469483},
  timestamp    = {Mon, 16 Aug 2021 16:18:31 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/0001HACJG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/KumarACRFN21,
  author       = {Senthil Kumar and
                  Leman Akoglu and
                  Nitesh V. Chawla and
                  Jos{\'{e}} A. Rodr{\'{\i}}guez{-}Serrano and
                  Tanveer A. Faruquie and
                  Saurabh Nagrecha},
  editor       = {Feida Zhu and
                  Beng Chin Ooi and
                  Chunyan Miao},
  title        = {Machine Learning in Finance},
  booktitle    = {{KDD} '21: The 27th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, Virtual Event, Singapore, August 14-18, 2021},
  pages        = {4139--4140},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3447548.3469456},
  doi          = {10.1145/3447548.3469456},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/KumarACRFN21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsys/0016H0WWWYBLXW021,
  author       = {Yue Zhao and
                  Xiyang Hu and
                  Cheng Cheng and
                  Cong Wang and
                  Changlin Wan and
                  Wen Wang and
                  Jianing Yang and
                  Haoping Bai and
                  Zheng Li and
                  Cao Xiao and
                  Yunlong Wang and
                  Zhi Qiao and
                  Jimeng Sun and
                  Leman Akoglu},
  editor       = {Alex Smola and
                  Alex Dimakis and
                  Ion Stoica},
  title        = {{SUOD:} Accelerating Large-Scale Unsupervised Heterogeneous Outlier
                  Detection},
  booktitle    = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual,
                  April 5-9, 2021},
  publisher    = {mlsys.org},
  year         = {2021},
  url          = {https://proceedings.mlsys.org/paper/2021/hash/98dce83da57b0395e163467c9dae521b-Abstract.html},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/mlsys/0016H0WWWYBLXW021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZhaoRA21,
  author       = {Yue Zhao and
                  Ryan A. Rossi and
                  Leman Akoglu},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Automatic Unsupervised Outlier Model Selection},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {4489--4502},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/23c894276a2c5a16470e6a31f4618d73-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/ZhaoRA21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-01422,
  author       = {Martin Q. Ma and
                  Yue Zhao and
                  Xiaorong Zhang and
                  Leman Akoglu},
  title        = {A Large-scale Study on Unsupervised Outlier Model Selection: Do Internal
                  Strategies Suffice?},
  journal      = {CoRR},
  volume       = {abs/2104.01422},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.01422},
  eprinttype    = {arXiv},
  eprint       = {2104.01422},
  timestamp    = {Mon, 19 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-01422.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-10077,
  author       = {Leman Akoglu},
  title        = {Anomaly Mining - Past, Present and Future},
  journal      = {CoRR},
  volume       = {abs/2105.10077},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.10077},
  eprinttype    = {arXiv},
  eprint       = {2105.10077},
  timestamp    = {Mon, 31 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-10077.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-15352,
  author       = {Geli Fei and
                  Shuai Wang and
                  Bing Liu and
                  Leman Akoglu},
  title        = {Detecting Changed-Hands Online Review Accounts},
  journal      = {CoRR},
  volume       = {abs/2106.15352},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.15352},
  eprinttype    = {arXiv},
  eprint       = {2106.15352},
  timestamp    = {Mon, 05 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-15352.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-03753,
  author       = {Lingxiao Zhao and
                  Wei Jin and
                  Leman Akoglu and
                  Neil Shah},
  title        = {From Stars to Subgraphs: Uplifting Any {GNN} with Local Structure
                  Awareness},
  journal      = {CoRR},
  volume       = {abs/2110.03753},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.03753},
  eprinttype    = {arXiv},
  eprint       = {2110.03753},
  timestamp    = {Wed, 23 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-03753.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-05228,
  author       = {Saurabh Sawlani and
                  Lingxiao Zhao and
                  Leman Akoglu},
  title        = {Fast Attributed Graph Embedding via Density of States},
  journal      = {CoRR},
  volume       = {abs/2110.05228},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.05228},
  eprinttype    = {arXiv},
  eprint       = {2110.05228},
  timestamp    = {Thu, 21 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-05228.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-08257,
  author       = {Guilherme D. F. Silva and
                  Leman Akoglu and
                  Robson L. F. Cordeiro},
  title        = {C-AllOut: Catching {\&} Calling Outliers by Type},
  journal      = {CoRR},
  volume       = {abs/2110.08257},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.08257},
  eprinttype    = {arXiv},
  eprint       = {2110.08257},
  timestamp    = {Fri, 22 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-08257.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-06032,
  author       = {Shubhranshu Shekhar and
                  Dhivya Eswaran and
                  Bryan Hooi and
                  Jonathan Elmer and
                  Christos Faloutsos and
                  Leman Akoglu},
  title        = {Benefit-aware Early Prediction of Health Outcomes on Multivariate
                  {EEG} Time Series},
  journal      = {CoRR},
  volume       = {abs/2111.06032},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.06032},
  eprinttype    = {arXiv},
  eprint       = {2111.06032},
  timestamp    = {Tue, 16 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-06032.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkdd/NguyenWA20,
  author       = {Hung T. Nguyen and
                  Xuejian Wang and
                  Leman Akoglu},
  title        = {End-to-End Continual Rare-Class Recognition with Emerging Novel Subclasses},
  journal      = {{ACM} Trans. Knowl. Discov. Data},
  volume       = {14},
  number       = {5},
  pages        = {61:1--61:28},
  year         = {2020},
  url          = {https://doi.org/10.1145/3399660},
  doi          = {10.1145/3399660},
  timestamp    = {Sat, 18 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tkdd/NguyenWA20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/Lee0WLATF20,
  author       = {Meng{-}Chieh Lee and
                  Yue Zhao and
                  Aluna Wang and
                  Pierre Jinghong Liang and
                  Leman Akoglu and
                  Vincent S. Tseng and
                  Christos Faloutsos},
  editor       = {Xintao Wu and
                  Chris Jermaine and
                  Li Xiong and
                  Xiaohua Hu and
                  Olivera Kotevska and
                  Siyuan Lu and
                  Weija Xu and
                  Srinivas Aluru and
                  Chengxiang Zhai and
                  Eyhab Al{-}Masri and
                  Zhiyuan Chen and
                  Jeff Saltz},
  title        = {AutoAudit: Mining Accounting and Time-Evolving Graphs},
  booktitle    = {2020 {IEEE} International Conference on Big Data {(IEEE} BigData 2020),
                  Atlanta, GA, USA, December 10-13, 2020},
  pages        = {950--956},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/BigData50022.2020.9378346},
  doi          = {10.1109/BIGDATA50022.2020.9378346},
  timestamp    = {Fri, 19 Nov 2021 16:08:20 +0100},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/Lee0WLATF20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZhaoA20,
  author       = {Lingxiao Zhao and
                  Leman Akoglu},
  title        = {PairNorm: Tackling Oversmoothing in GNNs},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=rkecl1rtwB},
  timestamp    = {Thu, 07 May 2020 17:11:47 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ZhaoA20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZhuYZHAK20,
  author       = {Jiong Zhu and
                  Yujun Yan and
                  Lingxiao Zhao and
                  Mark Heimann and
                  Leman Akoglu and
                  Danai Koutra},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {Beyond Homophily in Graph Neural Networks: Current Limitations and
                  Effective Designs},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/58ae23d878a47004366189884c2f8440-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ZhuYZHAK20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-05731,
  author       = {Yue Zhao and
                  Xiyang Hu and
                  Cheng Cheng and
                  Cong Wang and
                  Cao Xiao and
                  Yunlong Wang and
                  Jimeng Sun and
                  Leman Akoglu},
  title        = {{SUOD:} {A} Scalable Unsupervised Outlier Detection Framework},
  journal      = {CoRR},
  volume       = {abs/2003.05731},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.05731},
  eprinttype    = {arXiv},
  eprint       = {2003.05731},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-05731.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-11468,
  author       = {Jiong Zhu and
                  Yujun Yan and
                  Lingxiao Zhao and
                  Mark Heimann and
                  Leman Akoglu and
                  Danai Koutra},
  title        = {Generalizing Graph Neural Networks Beyond Homophily},
  journal      = {CoRR},
  volume       = {abs/2006.11468},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.11468},
  eprinttype    = {arXiv},
  eprint       = {2006.11468},
  timestamp    = {Tue, 23 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-11468.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-12294,
  author       = {Lingxiao Zhao and
                  Leman Akoglu},
  title        = {Connecting Graph Convolutional Networks and Graph-Regularized {PCA}},
  journal      = {CoRR},
  volume       = {abs/2006.12294},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.12294},
  eprinttype    = {arXiv},
  eprint       = {2006.12294},
  timestamp    = {Tue, 23 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-12294.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-10606,
  author       = {Yue Zhao and
                  Ryan A. Rossi and
                  Leman Akoglu},
  title        = {Automating Outlier Detection via Meta-Learning},
  journal      = {CoRR},
  volume       = {abs/2009.10606},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.10606},
  eprinttype    = {arXiv},
  eprint       = {2009.10606},
  timestamp    = {Wed, 23 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-10606.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-03600,
  author       = {Hung T. Nguyen and
                  Pierre J. Liang and
                  Leman Akoglu},
  title        = {Anomaly Detection in Large Labeled Multi-Graph Databases},
  journal      = {CoRR},
  volume       = {abs/2010.03600},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.03600},
  eprinttype    = {arXiv},
  eprint       = {2010.03600},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-03600.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-00447,
  author       = {Meng{-}Chieh Lee and
                  Yue Zhao and
                  Aluna Wang and
                  Pierre Jinghong Liang and
                  Leman Akoglu and
                  Vincent S. Tseng and
                  Christos Faloutsos},
  title        = {AutoAudit: Mining Accounting and Time-Evolving Graphs},
  journal      = {CoRR},
  volume       = {abs/2011.00447},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.00447},
  eprinttype    = {arXiv},
  eprint       = {2011.00447},
  timestamp    = {Fri, 06 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-00447.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-03063,
  author       = {Shubhranshu Shekhar and
                  Neil Shah and
                  Leman Akoglu},
  title        = {{FAIROD:} Fairness-aware Outlier Detection},
  journal      = {CoRR},
  volume       = {abs/2012.03063},
  year         = {2020},
  url          = {https://arxiv.org/abs/2012.03063},
  eprinttype    = {arXiv},
  eprint       = {2012.03063},
  timestamp    = {Wed, 09 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2012-03063.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-12931,
  author       = {Lingxiao Zhao and
                  Leman Akoglu},
  title        = {On Using Classification Datasets to Evaluate Graph Outlier Detection:
                  Peculiar Observations and New Insights},
  journal      = {CoRR},
  volume       = {abs/2012.12931},
  year         = {2020},
  url          = {https://arxiv.org/abs/2012.12931},
  eprinttype    = {arXiv},
  eprint       = {2012.12931},
  timestamp    = {Tue, 05 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2012-12931.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mobisys/MeegahapolaKJAX19,
  author       = {Lakmal Meegahapola and
                  Thivya Kandappu and
                  Kasthuri Jayarajah and
                  Leman Akoglu and
                  Shili Xiang and
                  Archan Misra},
  editor       = {Junehwa Song and
                  Minkyong Kim and
                  Nicholas D. Lane and
                  Rajesh Krishna Balan and
                  Fahim Kawsar and
                  Yunxin Liu},
  title        = {BuScope: Fusing Individual {\&} Aggregated Mobility Behavior for},
  booktitle    = {Proceedings of the 17th Annual International Conference on Mobile
                  Systems, Applications, and Services, MobiSys 2019, Seoul, Republic
                  of Korea, June 17-21, 2019},
  pages        = {41--53},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3307334.3326091},
  doi          = {10.1145/3307334.3326091},
  timestamp    = {Tue, 07 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/mobisys/MeegahapolaKJAX19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GuAR19,
  author       = {Xiaoyi Gu and
                  Leman Akoglu and
                  Alessandro Rinaldo},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Statistical Analysis of Nearest Neighbor Methods for Anomaly Detection},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {10921--10931},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/805163a0f0f128e473726ccda5f91bac-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/GuAR19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/NguyenWA19,
  author       = {Hung T. Nguyen and
                  Xuejian Wang and
                  Leman Akoglu},
  editor       = {Ulf Brefeld and
                  {\'{E}}lisa Fromont and
                  Andreas Hotho and
                  Arno J. Knobbe and
                  Marloes H. Maathuis and
                  C{\'{e}}line Robardet},
  title        = {Continual Rare-Class Recognition with Emerging Novel Subclasses},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2019, W{\"{u}}rzburg, Germany, September 16-20,
                  2019, Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11907},
  pages        = {20--36},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-46147-8\_2},
  doi          = {10.1007/978-3-030-46147-8\_2},
  timestamp    = {Tue, 13 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/NguyenWA19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sbp-brims/NazerDKAK019,
  author       = {Tahora H. Nazer and
                  Matthew Davis and
                  Mansooreh Karami and
                  Leman Akoglu and
                  David Koelle and
                  Huan Liu},
  editor       = {Robert Thomson and
                  Halil Bisgin and
                  Christopher L. Dancy and
                  Ayaz Hyder},
  title        = {Bot Detection: Will Focusing on Recall Cause Overall Performance Deterioration?},
  booktitle    = {Social, Cultural, and Behavioral Modeling - 12th International Conference,
                  SBP-BRiMS 2019, Washington, DC, USA, July 9-12, 2019, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11549},
  pages        = {39--49},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-21741-9\_5},
  doi          = {10.1007/978-3-030-21741-9\_5},
  timestamp    = {Tue, 18 Jun 2019 12:19:24 +0200},
  biburl       = {https://dblp.org/rec/conf/sbp-brims/NazerDKAK019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/LambaA19,
  author       = {Hemank Lamba and
                  Leman Akoglu},
  editor       = {Tanya Y. Berger{-}Wolf and
                  Nitesh V. Chawla},
  title        = {Learning On-the-Job to Re-rank Anomalies from Top-1 Feedback},
  booktitle    = {Proceedings of the 2019 {SIAM} International Conference on Data Mining,
                  {SDM} 2019, Calgary, Alberta, Canada, May 2-4, 2019},
  pages        = {612--620},
  publisher    = {{SIAM}},
  year         = {2019},
  url          = {https://doi.org/10.1137/1.9781611975673.69},
  doi          = {10.1137/1.9781611975673.69},
  timestamp    = {Fri, 04 Oct 2019 16:53:59 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/LambaA19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/LeA19,
  author       = {Tuan M. V. Le and
                  Leman Akoglu},
  editor       = {Ling Liu and
                  Ryen W. White and
                  Amin Mantrach and
                  Fabrizio Silvestri and
                  Julian J. McAuley and
                  Ricardo Baeza{-}Yates and
                  Leila Zia},
  title        = {ContraVis: Contrastive and Visual Topic Modeling for Comparing Document
                  Collections},
  booktitle    = {The World Wide Web Conference, {WWW} 2019, San Francisco, CA, USA,
                  May 13-17, 2019},
  pages        = {928--938},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3308558.3313617},
  doi          = {10.1145/3308558.3313617},
  timestamp    = {Wed, 18 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/www/LeA19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-12218,
  author       = {Hung T. Nguyen and
                  Xuejian Wang and
                  Leman Akoglu},
  title        = {Continual Rare-Class Recognition with Emerging Novel Subclasses},
  journal      = {CoRR},
  volume       = {abs/1906.12218},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.12218},
  eprinttype    = {arXiv},
  eprint       = {1906.12218},
  timestamp    = {Tue, 13 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-12218.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-03813,
  author       = {Xiaoyi Gu and
                  Leman Akoglu and
                  Alessandro Rinaldo},
  title        = {Statistical Analysis of Nearest Neighbor Methods for Anomaly Detection},
  journal      = {CoRR},
  volume       = {abs/1907.03813},
  year         = {2019},
  url          = {http://arxiv.org/abs/1907.03813},
  eprinttype    = {arXiv},
  eprint       = {1907.03813},
  timestamp    = {Wed, 17 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1907-03813.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-12223,
  author       = {Lingxiao Zhao and
                  Leman Akoglu},
  title        = {PairNorm: Tackling Oversmoothing in GNNs},
  journal      = {CoRR},
  volume       = {abs/1909.12223},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.12223},
  eprinttype    = {arXiv},
  eprint       = {1909.12223},
  timestamp    = {Fri, 27 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-12223.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-12385,
  author       = {Xuan Wu and
                  Lingxiao Zhao and
                  Leman Akoglu},
  title        = {A Quest for Structure: Jointly Learning the Graph Structure and Semi-Supervised
                  Classification},
  journal      = {CoRR},
  volume       = {abs/1909.12385},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.12385},
  eprinttype    = {arXiv},
  eprint       = {1909.12385},
  timestamp    = {Wed, 02 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-12385.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-02617,
  author       = {Yue Wu and
                  Leman Akoglu and
                  Ian Davidson},
  title        = {Coverage-based Outlier Explanation},
  journal      = {CoRR},
  volume       = {abs/1911.02617},
  year         = {2019},
  url          = {http://arxiv.org/abs/1911.02617},
  eprinttype    = {arXiv},
  eprint       = {1911.02617},
  timestamp    = {Mon, 11 Nov 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1911-02617.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/MachaA18,
  author       = {Meghanath Macha and
                  Leman Akoglu},
  title        = {Explaining anomalies in groups with characterizing subspace rules},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {32},
  number       = {5},
  pages        = {1444--1480},
  year         = {2018},
  url          = {https://doi.org/10.1007/s10618-018-0585-7},
  doi          = {10.1007/S10618-018-0585-7},
  timestamp    = {Thu, 13 Sep 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/datamine/MachaA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkdd/PerozziA18,
  author       = {Bryan Perozzi and
                  Leman Akoglu},
  title        = {Discovering Communities and Anomalies in Attributed Graphs: Interactive
                  Visual Exploration and Summarization},
  journal      = {{ACM} Trans. Knowl. Discov. Data},
  volume       = {12},
  number       = {2},
  pages        = {24:1--24:40},
  year         = {2018},
  url          = {https://doi.org/10.1145/3139241},
  doi          = {10.1145/3139241},
  timestamp    = {Thu, 16 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tkdd/PerozziA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/MauryaAKB18,
  author       = {Abhinav Maurya and
                  Leman Akoglu and
                  Ramayya Krishnan and
                  Daniel Bay},
  editor       = {Ulrik Brandes and
                  Chandan Reddy and
                  Andrea Tagarelli},
  title        = {A Lens into Employee Peer Reviews Via Sentiment-Aspect Modeling},
  booktitle    = {{IEEE/ACM} 2018 International Conference on Advances in Social Networks
                  Analysis and Mining, {ASONAM} 2018, Barcelona, Spain, August 28-31,
                  2018},
  pages        = {670--677},
  publisher    = {{IEEE} Computer Society},
  year         = {2018},
  url          = {https://doi.org/10.1109/ASONAM.2018.8508512},
  doi          = {10.1109/ASONAM.2018.8508512},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/asunam/MauryaAKB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/WuZA18,
  author       = {Xuan Wu and
                  Lingxiao Zhao and
                  Leman Akoglu},
  editor       = {Alfredo Cuzzocrea and
                  James Allan and
                  Norman W. Paton and
                  Divesh Srivastava and
                  Rakesh Agrawal and
                  Andrei Z. Broder and
                  Mohammed J. Zaki and
                  K. Sel{\c{c}}uk Candan and
                  Alexandros Labrinidis and
                  Assaf Schuster and
                  Haixun Wang},
  title        = {A Quest for Structure: Jointly Learning the Graph Structure and Semi-Supervised
                  Classification},
  booktitle    = {Proceedings of the 27th {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2018, Torino, Italy, October 22-26,
                  2018},
  pages        = {87--96},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3269206.3271692},
  doi          = {10.1145/3269206.3271692},
  timestamp    = {Wed, 21 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cikm/WuZA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/HooiAEPJPF18,
  author       = {Bryan Hooi and
                  Leman Akoglu and
                  Dhivya Eswaran and
                  Amritanshu Pandey and
                  Marko Jereminov and
                  Larry T. Pileggi and
                  Christos Faloutsos},
  editor       = {Alfredo Cuzzocrea and
                  James Allan and
                  Norman W. Paton and
                  Divesh Srivastava and
                  Rakesh Agrawal and
                  Andrei Z. Broder and
                  Mohammed J. Zaki and
                  K. Sel{\c{c}}uk Candan and
                  Alexandros Labrinidis and
                  Assaf Schuster and
                  Haixun Wang},
  title        = {ChangeDAR: Online Localized Change Detection for Sensor Data on a
                  Graph},
  booktitle    = {Proceedings of the 27th {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2018, Torino, Italy, October 22-26,
                  2018},
  pages        = {507--516},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3269206.3271669},
  doi          = {10.1145/3269206.3271669},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/HooiAEPJPF18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ManzoorLA18,
  author       = {Emaad A. Manzoor and
                  Hemank Lamba and
                  Leman Akoglu},
  editor       = {Yike Guo and
                  Faisal Farooq},
  title        = {xStream: Outlier Detection in Feature-Evolving Data Streams},
  booktitle    = {Proceedings of the 24th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery {\&} Data Mining, {KDD} 2018, London, UK,
                  August 19-23, 2018},
  pages        = {1963--1972},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3219819.3220107},
  doi          = {10.1145/3219819.3220107},
  timestamp    = {Fri, 19 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/ManzoorLA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/YeA18,
  author       = {Junting Ye and
                  Leman Akoglu},
  editor       = {Dinh Q. Phung and
                  Vincent S. Tseng and
                  Geoffrey I. Webb and
                  Bao Ho and
                  Mohadeseh Ganji and
                  Lida Rashidi},
  title        = {Robust Semi-Supervised Learning on Multiple Networks with Noise},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 22nd Pacific-Asia
                  Conference, {PAKDD} 2018, Melbourne, VIC, Australia, June 3-6, 2018,
                  Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10937},
  pages        = {196--208},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-319-93034-3\_16},
  doi          = {10.1007/978-3-319-93034-3\_16},
  timestamp    = {Tue, 14 May 2019 10:00:51 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/YeA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/ShekharA18,
  author       = {Shubhranshu Shekhar and
                  Leman Akoglu},
  editor       = {Michele Berlingerio and
                  Francesco Bonchi and
                  Thomas G{\"{a}}rtner and
                  Neil Hurley and
                  Georgiana Ifrim},
  title        = {Incorporating Privileged Information to Unsupervised Anomaly Detection},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2018, Dublin, Ireland, September 10-14, 2018, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11051},
  pages        = {87--104},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-10925-7\_6},
  doi          = {10.1007/978-3-030-10925-7\_6},
  timestamp    = {Fri, 27 Mar 2020 08:53:11 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/ShekharA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/GuptaESAF18,
  author       = {Nikhil Gupta and
                  Dhivya Eswaran and
                  Neil Shah and
                  Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Michele Berlingerio and
                  Francesco Bonchi and
                  Thomas G{\"{a}}rtner and
                  Neil Hurley and
                  Georgiana Ifrim},
  title        = {Beyond Outlier Detection: LookOut for Pictorial Explanation},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2018, Dublin, Ireland, September 10-14, 2018, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11051},
  pages        = {122--138},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-10925-7\_8},
  doi          = {10.1007/978-3-030-10925-7\_8},
  timestamp    = {Fri, 21 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/GuptaESAF18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/MeghanathPA18,
  author       = {Meghanath Macha Meghanath and
                  Deepak Pai and
                  Leman Akoglu},
  editor       = {Michele Berlingerio and
                  Francesco Bonchi and
                  Thomas G{\"{a}}rtner and
                  Neil Hurley and
                  Georgiana Ifrim},
  title        = {ConOut: Contextual Outlier Detection with Multiple Contexts: Application
                  to Ad Fraud},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2018, Dublin, Ireland, September 10-14, 2018, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11051},
  pages        = {139--156},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-10925-7\_9},
  doi          = {10.1007/978-3-030-10925-7\_9},
  timestamp    = {Fri, 18 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/MeghanathPA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-02269,
  author       = {Shubhranshu Shekhar and
                  Leman Akoglu},
  title        = {Incorporating Privileged Information to Unsupervised Anomaly Detection},
  journal      = {CoRR},
  volume       = {abs/1805.02269},
  year         = {2018},
  url          = {http://arxiv.org/abs/1805.02269},
  eprinttype    = {arXiv},
  eprint       = {1805.02269},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1805-02269.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fi/VidrosKKA17,
  author       = {Sokratis Vidros and
                  Constantinos Kolias and
                  Georgios Kambourakis and
                  Leman Akoglu},
  title        = {Automatic Detection of Online Recruitment Frauds: Characteristics,
                  Methods, and a Public Dataset},
  journal      = {Future Internet},
  volume       = {9},
  number       = {1},
  pages        = {6},
  year         = {2017},
  url          = {https://doi.org/10.3390/fi9010006},
  doi          = {10.3390/FI9010006},
  timestamp    = {Tue, 14 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/fi/VidrosKKA17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mansci/VlasselaerEASB17,
  author       = {V{\'{e}}ronique Van Vlasselaer and
                  Tina Eliassi{-}Rad and
                  Leman Akoglu and
                  Monique Snoeck and
                  Bart Baesens},
  title        = {GOTCHA! Network-Based Fraud Detection for Social Security Fraud},
  journal      = {Manag. Sci.},
  volume       = {63},
  number       = {9},
  pages        = {3090--3110},
  year         = {2017},
  url          = {https://doi.org/10.1287/mnsc.2016.2489},
  doi          = {10.1287/MNSC.2016.2489},
  timestamp    = {Tue, 30 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/mansci/VlasselaerEASB17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/Akoglu17,
  author       = {Leman Akoglu},
  editor       = {Raju Gottumukkala and
                  Xia Ning and
                  Guozhu Dong and
                  Vijay Raghavan and
                  Srinivas Aluru and
                  George Karypis and
                  Lucio Miele and
                  Xindong Wu},
  title        = {Online Detection of Anomalous Heterogeneous Graphs with Streaming
                  Edges},
  booktitle    = {2017 {IEEE} International Conference on Data Mining Workshops, {ICDM}
                  Workshops 2017, New Orleans, LA, USA, November 18-21, 2017},
  pages        = {968},
  publisher    = {{IEEE} Computer Society},
  year         = {2017},
  url          = {https://doi.org/10.1109/ICDMW.2017.133},
  doi          = {10.1109/ICDMW.2017.133},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/Akoglu17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ManzoorA17,
  author       = {Emaad A. Manzoor and
                  Leman Akoglu},
  title        = {RUSH!: Targeted Time-limited Coupons via Purchase Forecasts},
  booktitle    = {Proceedings of the 23rd {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13
                  - 17, 2017},
  pages        = {1923--1931},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {https://doi.org/10.1145/3097983.3098104},
  doi          = {10.1145/3097983.3098104},
  timestamp    = {Fri, 25 Dec 2020 01:14:16 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/ManzoorA17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/KwonBA17,
  author       = {Heeyoung Kwon and
                  Mirza Basim Baig and
                  Leman Akoglu},
  editor       = {Jinho Kim and
                  Kyuseok Shim and
                  Longbing Cao and
                  Jae{-}Gil Lee and
                  Xuemin Lin and
                  Yang{-}Sae Moon},
  title        = {A Domain-Agnostic Approach to Spam-URL Detection via Redirects},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 21st Pacific-Asia
                  Conference, {PAKDD} 2017, Jeju, South Korea, May 23-26, 2017, Proceedings,
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10235},
  pages        = {220--232},
  year         = {2017},
  url          = {https://doi.org/10.1007/978-3-319-57529-2\_18},
  doi          = {10.1007/978-3-319-57529-2\_18},
  timestamp    = {Mon, 16 Mar 2020 17:44:09 +0100},
  biburl       = {https://dblp.org/rec/conf/pakdd/KwonBA17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/MishraA17,
  author       = {Abhinav Mishra and
                  Leman Akoglu},
  editor       = {Nitesh V. Chawla and
                  Wei Wang},
  title        = {Ranking in Heterogeneous Networks with Geo-Location Information},
  booktitle    = {Proceedings of the 2017 {SIAM} International Conference on Data Mining,
                  Houston, Texas, USA, April 27-29, 2017},
  pages        = {408--416},
  publisher    = {{SIAM}},
  year         = {2017},
  url          = {https://doi.org/10.1137/1.9781611974973.46},
  doi          = {10.1137/1.9781611974973.46},
  timestamp    = {Fri, 04 Oct 2019 16:19:51 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/MishraA17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/RezaeiPA17,
  author       = {Aria Rezaei and
                  Bryan Perozzi and
                  Leman Akoglu},
  editor       = {Rick Barrett and
                  Rick Cummings and
                  Eugene Agichtein and
                  Evgeniy Gabrilovich},
  title        = {Ties That Bind: Characterizing Classes by Attributes and Social Ties},
  booktitle    = {Proceedings of the 26th International Conference on World Wide Web
                  Companion, Perth, Australia, April 3-7, 2017},
  pages        = {973--981},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {https://doi.org/10.1145/3041021.3055138},
  doi          = {10.1145/3041021.3055138},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/www/RezaeiPA17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/RezaeiPA17,
  author       = {Aria Rezaei and
                  Bryan Perozzi and
                  Leman Akoglu},
  title        = {Ties That Bind - Characterizing Classes by Attributes and Social Ties},
  journal      = {CoRR},
  volume       = {abs/1701.09039},
  year         = {2017},
  url          = {http://arxiv.org/abs/1701.09039},
  eprinttype    = {arXiv},
  eprint       = {1701.09039},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/RezaeiPA17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ChenNAKF17,
  author       = {Siheng Chen and
                  Sufeng Niu and
                  Leman Akoglu and
                  Jelena Kovacevic and
                  Christos Faloutsos},
  title        = {Fast, Warped Graph Embedding: Unifying Framework and One-Click Algorithm},
  journal      = {CoRR},
  volume       = {abs/1702.05764},
  year         = {2017},
  url          = {http://arxiv.org/abs/1702.05764},
  eprinttype    = {arXiv},
  eprint       = {1702.05764},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ChenNAKF17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-05929,
  author       = {Meghanath Macha and
                  Leman Akoglu},
  title        = {{X-PACS:} eXPlaining Anomalies by Characterizing Subspaces},
  journal      = {CoRR},
  volume       = {abs/1708.05929},
  year         = {2017},
  url          = {http://arxiv.org/abs/1708.05929},
  eprinttype    = {arXiv},
  eprint       = {1708.05929},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1708-05929.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-05333,
  author       = {Nikhil Gupta and
                  Dhivya Eswaran and
                  Neil Shah and
                  Leman Akoglu and
                  Christos Faloutsos},
  title        = {LookOut on Time-Evolving Graphs: Succinctly Explaining Anomalies from
                  Any Detector},
  journal      = {CoRR},
  volume       = {abs/1710.05333},
  year         = {2017},
  url          = {http://arxiv.org/abs/1710.05333},
  eprinttype    = {arXiv},
  eprint       = {1710.05333},
  timestamp    = {Fri, 21 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1710-05333.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/ChanA16,
  author       = {Hau Chan and
                  Leman Akoglu},
  title        = {Optimizing network robustness by edge rewiring: a general framework},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {30},
  number       = {5},
  pages        = {1395--1425},
  year         = {2016},
  url          = {https://doi.org/10.1007/s10618-015-0447-5},
  doi          = {10.1007/S10618-015-0447-5},
  timestamp    = {Sat, 20 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/datamine/ChanA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkdd/RayanaA16,
  author       = {Shebuti Rayana and
                  Leman Akoglu},
  title        = {Less is More: Building Selective Anomaly Ensembles},
  journal      = {{ACM} Trans. Knowl. Discov. Data},
  volume       = {10},
  number       = {4},
  pages        = {42:1--42:33},
  year         = {2016},
  url          = {https://doi.org/10.1145/2890508},
  doi          = {10.1145/2890508},
  timestamp    = {Thu, 16 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tkdd/RayanaA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkde/PeiALLLMOPPCWW016,
  author       = {Jian Pei and
                  Leman Akoglu and
                  Hongrae Lee and
                  Justin J. Levandoski and
                  Xuelong Li and
                  Rosa Meo and
                  Carlos Ordonez and
                  Jeff M. Phillips and
                  Barbara Poblete and
                  K. Sel{\c{c}}uk Candan and
                  Meng Wang and
                  Ji{-}Rong Wen and
                  Li Xiong and
                  Wenjie Zhang},
  title        = {{EIC} Editorial},
  journal      = {{IEEE} Trans. Knowl. Data Eng.},
  volume       = {28},
  number       = {10},
  pages        = {2535--2537},
  year         = {2016},
  url          = {https://doi.org/10.1109/TKDE.2016.2592658},
  doi          = {10.1109/TKDE.2016.2592658},
  timestamp    = {Wed, 16 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tkde/PeiALLLMOPPCWW016.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/ShiTWA16,
  author       = {Lei Shi and
                  Hanghang Tong and
                  Chaoli Wang and
                  Leman Akoglu},
  editor       = {Snehasis Mukhopadhyay and
                  ChengXiang Zhai and
                  Elisa Bertino and
                  Fabio Crestani and
                  Javed Mostafa and
                  Jie Tang and
                  Luo Si and
                  Xiaofang Zhou and
                  Yi Chang and
                  Yunyao Li and
                  Parikshit Sondhi},
  title        = {{ACM} DAVA'16: 2nd International Workshop on DAta mining meets Visual
                  Analytics at Big Data Era},
  booktitle    = {Proceedings of the 25th {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2016, Indianapolis, IN, USA, October
                  24-28, 2016},
  pages        = {2509},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {https://doi.org/10.1145/2983323.2988539},
  doi          = {10.1145/2983323.2988539},
  timestamp    = {Mon, 07 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/ShiTWA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/ShahBHAGMKF16,
  author       = {Neil Shah and
                  Alex Beutel and
                  Bryan Hooi and
                  Leman Akoglu and
                  Stephan G{\"{u}}nnemann and
                  Disha Makhija and
                  Mohit Kumar and
                  Christos Faloutsos},
  editor       = {Carlotta Domeniconi and
                  Francesco Gullo and
                  Francesco Bonchi and
                  Josep Domingo{-}Ferrer and
                  Ricardo Baeza{-}Yates and
                  Zhi{-}Hua Zhou and
                  Xindong Wu},
  title        = {EdgeCentric: Anomaly Detection in Edge-Attributed Networks},
  booktitle    = {{IEEE} International Conference on Data Mining Workshops, {ICDM} Workshops
                  2016, December 12-15, 2016, Barcelona, Spain},
  pages        = {327--334},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICDMW.2016.0053},
  doi          = {10.1109/ICDMW.2016.0053},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/ShahBHAGMKF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/RayanaZA16,
  author       = {Shebuti Rayana and
                  Wen Zhong and
                  Leman Akoglu},
  editor       = {Francesco Bonchi and
                  Josep Domingo{-}Ferrer and
                  Ricardo Baeza{-}Yates and
                  Zhi{-}Hua Zhou and
                  Xindong Wu},
  title        = {Sequential Ensemble Learning for Outlier Detection: {A} Bias-Variance
                  Perspective},
  booktitle    = {{IEEE} 16th International Conference on Data Mining, {ICDM} 2016,
                  December 12-15, 2016, Barcelona, Spain},
  pages        = {1167--1172},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICDM.2016.0154},
  doi          = {10.1109/ICDM.2016.0154},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/RayanaZA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icwsm/YeKA16,
  author       = {Junting Ye and
                  Santhosh Kumar and
                  Leman Akoglu},
  title        = {Temporal Opinion Spam Detection by Multivariate Indicative Signals},
  booktitle    = {Proceedings of the Tenth International Conference on Web and Social
                  Media, Cologne, Germany, May 17-20, 2016},
  pages        = {743--746},
  publisher    = {{AAAI} Press},
  year         = {2016},
  url          = {http://www.aaai.org/ocs/index.php/ICWSM/ICWSM16/paper/view/13127},
  timestamp    = {Fri, 05 Feb 2021 11:07:46 +0100},
  biburl       = {https://dblp.org/rec/conf/icwsm/YeKA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ManzoorMA16,
  author       = {Emaad A. Manzoor and
                  Sadegh M. Milajerdi and
                  Leman Akoglu},
  editor       = {Balaji Krishnapuram and
                  Mohak Shah and
                  Alexander J. Smola and
                  Charu C. Aggarwal and
                  Dou Shen and
                  Rajeev Rastogi},
  title        = {Fast Memory-efficient Anomaly Detection in Streaming Heterogeneous
                  Graphs},
  booktitle    = {Proceedings of the 22nd {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, San Francisco, CA, USA, August
                  13-17, 2016},
  pages        = {1035--1044},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {https://doi.org/10.1145/2939672.2939783},
  doi          = {10.1145/2939672.2939783},
  timestamp    = {Tue, 06 Nov 2018 16:59:37 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/ManzoorMA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/PerozziA16,
  author       = {Bryan Perozzi and
                  Leman Akoglu},
  editor       = {Sanjay Chawla Venkatasubramanian and
                  Wagner Meira Jr.},
  title        = {Scalable Anomaly Ranking of Attributed Neighborhoods},
  booktitle    = {Proceedings of the 2016 {SIAM} International Conference on Data Mining,
                  Miami, Florida, USA, May 5-7, 2016},
  pages        = {207--215},
  publisher    = {{SIAM}},
  year         = {2016},
  url          = {https://doi.org/10.1137/1.9781611974348.24},
  doi          = {10.1137/1.9781611974348.24},
  timestamp    = {Wed, 17 May 2017 14:24:53 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/PerozziA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/HooiSBGAKMF16,
  author       = {Bryan Hooi and
                  Neil Shah and
                  Alex Beutel and
                  Stephan G{\"{u}}nnemann and
                  Leman Akoglu and
                  Mohit Kumar and
                  Disha Makhija and
                  Christos Faloutsos},
  editor       = {Sanjay Chawla Venkatasubramanian and
                  Wagner Meira Jr.},
  title        = {{BIRDNEST:} Bayesian Inference for Ratings-Fraud Detection},
  booktitle    = {Proceedings of the 2016 {SIAM} International Conference on Data Mining,
                  Miami, Florida, USA, May 5-7, 2016},
  pages        = {495--503},
  publisher    = {{SIAM}},
  year         = {2016},
  url          = {https://doi.org/10.1137/1.9781611974348.56},
  doi          = {10.1137/1.9781611974348.56},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sdm/HooiSBGAKMF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/RayanaA16,
  author       = {Shebuti Rayana and
                  Leman Akoglu},
  editor       = {Sanjay Chawla Venkatasubramanian and
                  Wagner Meira Jr.},
  title        = {Collective Opinion Spam Detection using Active Inference},
  booktitle    = {Proceedings of the 2016 {SIAM} International Conference on Data Mining,
                  Miami, Florida, USA, May 5-7, 2016},
  pages        = {630--638},
  publisher    = {{SIAM}},
  year         = {2016},
  url          = {https://doi.org/10.1137/1.9781611974348.71},
  doi          = {10.1137/1.9781611974348.71},
  timestamp    = {Wed, 17 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/RayanaA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uss/SinghKMMGA16,
  author       = {Rachee Singh and
                  Hyungjoon Koo and
                  Najmehalsadat Miramirkhani and
                  Fahimeh Mirhaj and
                  Phillipa Gill and
                  Leman Akoglu},
  editor       = {Amir Houmansadr and
                  Prateek Mittal},
  title        = {The Politics of Routing: Investigating the Relationship between {AS}
                  Connectivity and Internet Freedom},
  booktitle    = {6th {USENIX} Workshop on Free and Open Communications on the Internet,
                  {FOCI} '16, Austin, TX, USA, August 8, 2016},
  publisher    = {{USENIX} Association},
  year         = {2016},
  url          = {https://www.usenix.org/conference/foci16/workshop-program/presentation/singh},
  timestamp    = {Mon, 01 Feb 2021 08:43:16 +0100},
  biburl       = {https://dblp.org/rec/conf/uss/SinghKMMGA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PerozziA16,
  author       = {Bryan Perozzi and
                  Leman Akoglu},
  title        = {Scalable Anomaly Ranking of Attributed Neighborhoods},
  journal      = {CoRR},
  volume       = {abs/1601.06711},
  year         = {2016},
  url          = {http://arxiv.org/abs/1601.06711},
  eprinttype    = {arXiv},
  eprint       = {1601.06711},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PerozziA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ManzoorMVA16,
  author       = {Emaad A. Manzoor and
                  Sadegh Momeni and
                  Venkat N. Venkatakrishnan and
                  Leman Akoglu},
  title        = {Fast Memory-efficient Anomaly Detection in Streaming Heterogeneous
                  Graphs},
  journal      = {CoRR},
  volume       = {abs/1602.04844},
  year         = {2016},
  url          = {http://arxiv.org/abs/1602.04844},
  eprinttype    = {arXiv},
  eprint       = {1602.04844},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ManzoorMVA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YeKA16,
  author       = {Junting Ye and
                  Santhosh Kumar and
                  Leman Akoglu},
  title        = {Temporal Opinion Spam Detection by Multivariate Indicative Signals},
  journal      = {CoRR},
  volume       = {abs/1603.01929},
  year         = {2016},
  url          = {http://arxiv.org/abs/1603.01929},
  eprinttype    = {arXiv},
  eprint       = {1603.01929},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/YeKA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SinghKMMAG16,
  author       = {Rachee Singh and
                  Hyungjoon Koo and
                  Najmehalsadat Miramirkhani and
                  Fahimeh Mirhaj and
                  Leman Akoglu and
                  Phillipa Gill},
  title        = {The Politics of Routing: Investigating the Relationship Between {AS}
                  Connectivity and Internet Freedom},
  journal      = {CoRR},
  volume       = {abs/1606.02230},
  year         = {2016},
  url          = {http://arxiv.org/abs/1606.02230},
  eprinttype    = {arXiv},
  eprint       = {1606.02230},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SinghKMMAG16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/RayanaZA16,
  author       = {Shebuti Rayana and
                  Wen Zhong and
                  Leman Akoglu},
  title        = {Sequential Ensemble Learning for Outlier Detection: {A} Bias-Variance
                  Perspective},
  journal      = {CoRR},
  volume       = {abs/1609.05528},
  year         = {2016},
  url          = {http://arxiv.org/abs/1609.05528},
  eprinttype    = {arXiv},
  eprint       = {1609.05528},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/RayanaZA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/AkogluTK15,
  author       = {Leman Akoglu and
                  Hanghang Tong and
                  Danai Koutra},
  title        = {Graph based anomaly detection and description: a survey},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {29},
  number       = {3},
  pages        = {626--688},
  year         = {2015},
  url          = {https://doi.org/10.1007/s10618-014-0365-y},
  doi          = {10.1007/S10618-014-0365-Y},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/datamine/AkogluTK15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dss/VlasselaerBCEAS15,
  author       = {V{\'{e}}ronique Van Vlasselaer and
                  Cristi{\'{a}}n Bravo and
                  Olivier Caelen and
                  Tina Eliassi{-}Rad and
                  Leman Akoglu and
                  Monique Snoeck and
                  Bart Baesens},
  title        = {{APATE:} {A} novel approach for automated credit card transaction
                  fraud detection using network-based extensions},
  journal      = {Decis. Support Syst.},
  volume       = {75},
  pages        = {38--48},
  year         = {2015},
  url          = {https://doi.org/10.1016/j.dss.2015.04.013},
  doi          = {10.1016/J.DSS.2015.04.013},
  timestamp    = {Thu, 20 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/dss/VlasselaerBCEAS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/YaoTXAXL15,
  author       = {Yuan Yao and
                  Hanghang Tong and
                  Tao Xie and
                  Leman Akoglu and
                  Feng Xu and
                  Jian Lu},
  title        = {Detecting high-quality posts in community question answering sites},
  journal      = {Inf. Sci.},
  volume       = {302},
  pages        = {70--82},
  year         = {2015},
  url          = {https://doi.org/10.1016/j.ins.2014.12.038},
  doi          = {10.1016/J.INS.2014.12.038},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/isci/YaoTXAXL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/snam/BhatGJPA15,
  author       = {Vasudev Bhat and
                  Adheesh Gokhale and
                  Ravi Jadhav and
                  Jagat Sastry Pudipeddi and
                  Leman Akoglu},
  title        = {Effects of tag usage on question response time - Analysis and prediction
                  in StackOverflow},
  journal      = {Soc. Netw. Anal. Min.},
  volume       = {5},
  number       = {1},
  pages        = {24:1--24:13},
  year         = {2015},
  url          = {https://doi.org/10.1007/s13278-015-0263-3},
  doi          = {10.1007/S13278-015-0263-3},
  timestamp    = {Tue, 08 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/snam/BhatGJPA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/VlasselaerEASB15,
  author       = {V{\'{e}}ronique Van Vlasselaer and
                  Tina Eliassi{-}Rad and
                  Leman Akoglu and
                  Monique Snoeck and
                  Bart Baesens},
  editor       = {Jian Pei and
                  Fabrizio Silvestri and
                  Jie Tang},
  title        = {{AFRAID:} Fraud Detection via Active Inference in Time-evolving Social
                  Networks},
  booktitle    = {Proceedings of the 2015 {IEEE/ACM} International Conference on Advances
                  in Social Networks Analysis and Mining, {ASONAM} 2015, Paris, France,
                  August 25 - 28, 2015},
  pages        = {659--666},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2808797.2810058},
  doi          = {10.1145/2808797.2810058},
  timestamp    = {Thu, 11 Mar 2021 17:04:51 +0100},
  biburl       = {https://dblp.org/rec/conf/asunam/VlasselaerEASB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ccs/BeutelAF15,
  author       = {Alex Beutel and
                  Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Indrajit Ray and
                  Ninghui Li and
                  Christopher Kruegel},
  title        = {Fraud Detection through Graph-Based User Behavior Modeling},
  booktitle    = {Proceedings of the 22nd {ACM} {SIGSAC} Conference on Computer and
                  Communications Security, Denver, CO, USA, October 12-16, 2015},
  pages        = {1696--1697},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2810103.2812702},
  doi          = {10.1145/2810103.2812702},
  timestamp    = {Tue, 10 Nov 2020 19:58:09 +0100},
  biburl       = {https://dblp.org/rec/conf/ccs/BeutelAF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cosn/YeA15,
  author       = {Junting Ye and
                  Leman Akoglu},
  editor       = {Aneesh Sharma and
                  Rakesh Agrawal and
                  Matthias Grossglauser},
  title        = {Discovering Opinion Spammer Groups by Network Footprints},
  booktitle    = {Proceedings of the 2015 {ACM} on Conference on Online Social Networks,
                  {COSN} 2015, Palo Alto, California, USA, November 2-3, 2015},
  pages        = {97},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2817946.2820606},
  doi          = {10.1145/2817946.2820606},
  timestamp    = {Tue, 06 Nov 2018 16:58:13 +0100},
  biburl       = {https://dblp.org/rec/conf/cosn/YeA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hicss/VlasselaerAESB15,
  author       = {V{\'{e}}ronique Van Vlasselaer and
                  Leman Akoglu and
                  Tina Eliassi{-}Rad and
                  Monique Snoeck and
                  Bart Baesens},
  editor       = {Tung X. Bui and
                  Ralph H. Sprague Jr.},
  title        = {Guilt-by-Constellation: Fraud Detection by Suspicious Clique Memberships},
  booktitle    = {48th Hawaii International Conference on System Sciences, {HICSS} 2015,
                  Kauai, Hawaii, USA, January 5-8, 2015},
  pages        = {918--927},
  publisher    = {{IEEE} Computer Society},
  year         = {2015},
  url          = {https://doi.org/10.1109/HICSS.2015.114},
  doi          = {10.1109/HICSS.2015.114},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/hicss/VlasselaerAESB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/RayanaA15,
  author       = {Shebuti Rayana and
                  Leman Akoglu},
  editor       = {Longbing Cao and
                  Chengqi Zhang and
                  Thorsten Joachims and
                  Geoffrey I. Webb and
                  Dragos D. Margineantu and
                  Graham Williams},
  title        = {Collective Opinion Spam Detection: Bridging Review Networks and Metadata},
  booktitle    = {Proceedings of the 21th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August
                  10-13, 2015},
  pages        = {985--994},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2783258.2783370},
  doi          = {10.1145/2783258.2783370},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/RayanaA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/BeutelAF15,
  author       = {Alex Beutel and
                  Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Longbing Cao and
                  Chengqi Zhang and
                  Thorsten Joachims and
                  Geoffrey I. Webb and
                  Dragos D. Margineantu and
                  Graham Williams},
  title        = {Graph-Based User Behavior Modeling: From Prediction to Fraud Detection},
  booktitle    = {Proceedings of the 21th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August
                  10-13, 2015},
  pages        = {2309--2310},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2783258.2789985},
  doi          = {10.1145/2783258.2789985},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/BeutelAF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/YeA15,
  author       = {Junting Ye and
                  Leman Akoglu},
  editor       = {Annalisa Appice and
                  Pedro Pereira Rodrigues and
                  V{\'{\i}}tor Santos Costa and
                  Carlos Soares and
                  Jo{\~{a}}o Gama and
                  Al{\'{\i}}pio Jorge},
  title        = {Discovering Opinion Spammer Groups by Network Footprints},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2015, Porto, Portugal, September 7-11, 2015, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9284},
  pages        = {267--282},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-23528-8\_17},
  doi          = {10.1007/978-3-319-23528-8\_17},
  timestamp    = {Mon, 30 Nov 2020 08:47:26 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/YeA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/ChanHA15,
  author       = {Hau Chan and
                  Shuchu Han and
                  Leman Akoglu},
  editor       = {Suresh Venkatasubramanian and
                  Jieping Ye},
  title        = {Where Graph Topology Matters: The Robust Subgraph Problem},
  booktitle    = {Proceedings of the 2015 {SIAM} International Conference on Data Mining,
                  Vancouver, BC, Canada, April 30 - May 2, 2015},
  pages        = {10--18},
  publisher    = {{SIAM}},
  year         = {2015},
  url          = {https://doi.org/10.1137/1.9781611974010.2},
  doi          = {10.1137/1.9781611974010.2},
  timestamp    = {Wed, 17 May 2017 14:24:53 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/ChanHA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/RayanaA15,
  author       = {Shebuti Rayana and
                  Leman Akoglu},
  editor       = {Suresh Venkatasubramanian and
                  Jieping Ye},
  title        = {Less is More: Building Selective Anomaly Ensembles with Application
                  to Event Detection in Temporal Graphs},
  booktitle    = {Proceedings of the 2015 {SIAM} International Conference on Data Mining,
                  Vancouver, BC, Canada, April 30 - May 2, 2015},
  pages        = {622--630},
  publisher    = {{SIAM}},
  year         = {2015},
  url          = {https://doi.org/10.1137/1.9781611974010.70},
  doi          = {10.1137/1.9781611974010.70},
  timestamp    = {Wed, 17 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/RayanaA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/BaigA15,
  author       = {Mirza Basim Baig and
                  Leman Akoglu},
  editor       = {Aldo Gangemi and
                  Stefano Leonardi and
                  Alessandro Panconesi},
  title        = {Correlation of Node Importance Measures: An Empirical Study through
                  Graph Robustness},
  booktitle    = {Proceedings of the 24th International Conference on World Wide Web
                  Companion, {WWW} 2015, Florence, Italy, May 18-22, 2015 - Companion
                  Volume},
  pages        = {275--281},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2740908.2743055},
  doi          = {10.1145/2740908.2743055},
  timestamp    = {Tue, 27 Dec 2022 09:06:31 +0100},
  biburl       = {https://dblp.org/rec/conf/www/BaigA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/RayanaA15,
  author       = {Shebuti Rayana and
                  Leman Akoglu},
  title        = {Less is More: Building Selective Anomaly Ensembles},
  journal      = {CoRR},
  volume       = {abs/1501.01924},
  year         = {2015},
  url          = {http://arxiv.org/abs/1501.01924},
  eprinttype    = {arXiv},
  eprint       = {1501.01924},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/RayanaA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ChanHA15,
  author       = {Hau Chan and
                  Shuchu Han and
                  Leman Akoglu},
  title        = {Where Graph Topology Matters: The Robust Subgraph Problem},
  journal      = {CoRR},
  volume       = {abs/1501.01939},
  year         = {2015},
  url          = {http://arxiv.org/abs/1501.01939},
  eprinttype    = {arXiv},
  eprint       = {1501.01939},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ChanHA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ShahBHAGMKF15,
  author       = {Neil Shah and
                  Alex Beutel and
                  Bryan Hooi and
                  Leman Akoglu and
                  Stephan G{\"{u}}nnemann and
                  Disha Makhija and
                  Mohit Kumar and
                  Christos Faloutsos},
  title        = {EdgeCentric: Anomaly Detection in Edge-Attributed Networks},
  journal      = {CoRR},
  volume       = {abs/1510.05544},
  year         = {2015},
  url          = {http://arxiv.org/abs/1510.05544},
  eprinttype    = {arXiv},
  eprint       = {1510.05544},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/ShahBHAGMKF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YeA15,
  author       = {Junting Ye and
                  Leman Akoglu},
  title        = {Robust Semi-Supervised Classification for Multi-Relational Graphs},
  journal      = {CoRR},
  volume       = {abs/1510.06024},
  year         = {2015},
  url          = {http://arxiv.org/abs/1510.06024},
  eprinttype    = {arXiv},
  eprint       = {1510.06024},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/YeA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HooiSBGAKMF15,
  author       = {Bryan Hooi and
                  Neil Shah and
                  Alex Beutel and
                  Stephan G{\"{u}}nnemann and
                  Leman Akoglu and
                  Mohit Kumar and
                  Disha Makhija and
                  Christos Faloutsos},
  title        = {{BIRDNEST:} Bayesian Inference for Ratings-Fraud Detection},
  journal      = {CoRR},
  volume       = {abs/1511.06030},
  year         = {2015},
  url          = {http://arxiv.org/abs/1511.06030},
  eprinttype    = {arXiv},
  eprint       = {1511.06030},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/HooiSBGAKMF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/KangFAC14,
  author       = {Jun Seok Kang and
                  Song Feng and
                  Leman Akoglu and
                  Yejin Choi},
  title        = {ConnotationWordNet: Learning Connotation over the Word+Sense Network},
  booktitle    = {Proceedings of the 52nd Annual Meeting of the Association for Computational
                  Linguistics, {ACL} 2014, June 22-27, 2014, Baltimore, MD, USA, Volume
                  1: Long Papers},
  pages        = {1544--1554},
  publisher    = {The Association for Computer Linguistics},
  year         = {2014},
  url          = {https://doi.org/10.3115/v1/p14-1145},
  doi          = {10.3115/V1/P14-1145},
  timestamp    = {Wed, 31 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/acl/KangFAC14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adc/GaoA14,
  author       = {Tiantian Gao and
                  Leman Akoglu},
  editor       = {Hua Wang and
                  Mohamed A. Sharaf},
  title        = {Fast Information-Theoretic Agglomerative Co-clustering},
  booktitle    = {Databases Theory and Applications - 25th Australasian Database Conference,
                  {ADC} 2014, Brisbane, QLD, Australia, July 14-16, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8506},
  pages        = {147--159},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-08608-8\_13},
  doi          = {10.1007/978-3-319-08608-8\_13},
  timestamp    = {Tue, 26 Mar 2024 13:06:25 +0100},
  biburl       = {https://dblp.org/rec/conf/adc/GaoA14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/BhatGJPA14,
  author       = {Vasudev Bhat and
                  Adheesh Gokhale and
                  Ravi Jadhav and
                  Jagat Sastry Pudipeddi and
                  Leman Akoglu},
  editor       = {Xindong Wu and
                  Martin Ester and
                  Guandong Xu},
  title        = {Min(e)d your tags: Analysis of Question response time in StackOverflow},
  booktitle    = {2014 {IEEE/ACM} International Conference on Advances in Social Networks
                  Analysis and Mining, {ASONAM} 2014, Beijing, China, August 17-20,
                  2014},
  pages        = {328--335},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/ASONAM.2014.6921605},
  doi          = {10.1109/ASONAM.2014.6921605},
  timestamp    = {Thu, 02 May 2024 20:50:55 +0200},
  biburl       = {https://dblp.org/rec/conf/asunam/BhatGJPA14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/YaoTXAXL14,
  author       = {Yuan Yao and
                  Hanghang Tong and
                  Tao Xie and
                  Leman Akoglu and
                  Feng Xu and
                  Jian Lu},
  editor       = {Xindong Wu and
                  Martin Ester and
                  Guandong Xu},
  title        = {Joint voting prediction for questions and answers in {CQA}},
  booktitle    = {2014 {IEEE/ACM} International Conference on Advances in Social Networks
                  Analysis and Mining, {ASONAM} 2014, Beijing, China, August 17-20,
                  2014},
  pages        = {340--343},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/ASONAM.2014.6921607},
  doi          = {10.1109/ASONAM.2014.6921607},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/asunam/YaoTXAXL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icwsm/Akoglu14,
  author       = {Leman Akoglu},
  editor       = {Eytan Adar and
                  Paul Resnick and
                  Munmun De Choudhury and
                  Bernie Hogan and
                  Alice Oh},
  title        = {Quantifying Political Polarity Based on Bipartite Opinion Networks},
  booktitle    = {Proceedings of the Eighth International Conference on Weblogs and
                  Social Media, {ICWSM} 2014, Ann Arbor, Michigan, USA, June 1-4, 2014},
  publisher    = {The {AAAI} Press},
  year         = {2014},
  url          = {http://www.aaai.org/ocs/index.php/ICWSM/ICWSM14/paper/view/8073},
  timestamp    = {Tue, 26 Apr 2022 13:37:31 +0200},
  biburl       = {https://dblp.org/rec/conf/icwsm/Akoglu14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/PerozziASM14,
  author       = {Bryan Perozzi and
                  Leman Akoglu and
                  Patricia Iglesias S{\'{a}}nchez and
                  Emmanuel M{\"{u}}ller},
  editor       = {Sofus A. Macskassy and
                  Claudia Perlich and
                  Jure Leskovec and
                  Wei Wang and
                  Rayid Ghani},
  title        = {Focused clustering and outlier detection in large attributed graphs},
  booktitle    = {The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27,
                  2014},
  pages        = {1346--1355},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2623330.2623682},
  doi          = {10.1145/2623330.2623682},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/PerozziASM14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/AkogluKKPRW14,
  author       = {Leman Akoglu and
                  Rohit Khandekar and
                  Vibhore Kumar and
                  Srinivasan Parthasarathy and
                  Deepak Rajan and
                  Kun{-}Lung Wu},
  editor       = {Toon Calders and
                  Floriana Esposito and
                  Eyke H{\"{u}}llermeier and
                  Rosa Meo},
  title        = {Fast Nearest Neighbor Search on Large Time-Evolving Graphs},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2014, Nancy, France, September 15-19, 2014. Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8724},
  pages        = {17--33},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-662-44848-9\_2},
  doi          = {10.1007/978-3-662-44848-9\_2},
  timestamp    = {Thu, 31 Oct 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/AkogluKKPRW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/ChanAT14,
  author       = {Hau Chan and
                  Leman Akoglu and
                  Hanghang Tong},
  editor       = {Mohammed Javeed Zaki and
                  Zoran Obradovic and
                  Pang{-}Ning Tan and
                  Arindam Banerjee and
                  Chandrika Kamath and
                  Srinivasan Parthasarathy},
  title        = {Make It or Break It: Manipulating Robustness in Large Networks},
  booktitle    = {Proceedings of the 2014 {SIAM} International Conference on Data Mining,
                  Philadelphia, Pennsylvania, USA, April 24-26, 2014},
  pages        = {325--333},
  publisher    = {{SIAM}},
  year         = {2014},
  url          = {https://doi.org/10.1137/1.9781611973440.37},
  doi          = {10.1137/1.9781611973440.37},
  timestamp    = {Fri, 06 Oct 2023 11:45:43 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/ChanAT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/KangAC14,
  author       = {U Kang and
                  Leman Akoglu and
                  Duen Horng Chau},
  editor       = {Ben Carterette and
                  Fernando Diaz and
                  Carlos Castillo and
                  Donald Metzler},
  title        = {Big graph mining for the web and social media: algorithms, anomaly
                  detection, and applications},
  booktitle    = {Seventh {ACM} International Conference on Web Search and Data Mining,
                  {WSDM} 2014, New York, NY, USA, February 24-28, 2014},
  pages        = {677--678},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2556195.2556198},
  doi          = {10.1145/2556195.2556198},
  timestamp    = {Fri, 09 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/wsdm/KangAC14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/PudipeddiAT14,
  author       = {Jagat Sastry Pudipeddi and
                  Leman Akoglu and
                  Hanghang Tong},
  editor       = {Chin{-}Wan Chung and
                  Andrei Z. Broder and
                  Kyuseok Shim and
                  Torsten Suel},
  title        = {User churn in focused question answering sites: characterizations
                  and prediction},
  booktitle    = {23rd International World Wide Web Conference, {WWW} '14, Seoul, Republic
                  of Korea, April 7-11, 2014, Companion Volume},
  pages        = {469--474},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2567948.2576965},
  doi          = {10.1145/2567948.2576965},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/PudipeddiAT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/AkogluTK14,
  author       = {Leman Akoglu and
                  Hanghang Tong and
                  Danai Koutra},
  title        = {Graph-based Anomaly Detection and Description: {A} Survey},
  journal      = {CoRR},
  volume       = {abs/1404.4679},
  year         = {2014},
  url          = {http://arxiv.org/abs/1404.4679},
  eprinttype    = {arXiv},
  eprint       = {1404.4679},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/AkogluTK14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/brain/KulkarniPAVVRJ13,
  author       = {Vivek Kulkarni and
                  Jagat Sastry Pudipeddi and
                  Leman Akoglu and
                  Joshua T. Vogelstein and
                  R. Jacob Vogelstein and
                  Sephira Ryman and
                  Rex E. Jung},
  editor       = {Kazuyuki Imamura and
                  Shiro Usui and
                  Tomoaki Shirao and
                  Takuji Kasamatsu and
                  Lars Schwabe and
                  Ning Zhong},
  title        = {Sex Differences in the Human Connectome},
  booktitle    = {Brain and Health Informatics - International Conference, {BHI} 2013,
                  Maebashi, Japan, October 29-31, 2013. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8211},
  pages        = {82--91},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-319-02753-1\_9},
  doi          = {10.1007/978-3-319-02753-1\_9},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/brain/KulkarniPAVVRJ13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fusion/PapalexakisAI13,
  author       = {Evangelos E. Papalexakis and
                  Leman Akoglu and
                  Dino Ienco},
  title        = {Do more views of a graph help? Community detection and clustering
                  in multi-graphs},
  booktitle    = {Proceedings of the 16th International Conference on Information Fusion,
                  {FUSION} 2013, Istanbul, Turkey, July 9-12, 2013},
  pages        = {899--905},
  publisher    = {{IEEE}},
  year         = {2013},
  url          = {https://ieeexplore.ieee.org/document/6641090/},
  timestamp    = {Mon, 09 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/fusion/PapalexakisAI13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/ChanA13,
  author       = {Hau Chan and
                  Leman Akoglu},
  editor       = {Hui Xiong and
                  George Karypis and
                  Bhavani Thuraisingham and
                  Diane J. Cook and
                  Xindong Wu},
  title        = {External Evaluation of Topic Models: {A} Graph Mining Approach},
  booktitle    = {2013 {IEEE} 13th International Conference on Data Mining, Dallas,
                  TX, USA, December 7-10, 2013},
  pages        = {973--978},
  publisher    = {{IEEE} Computer Society},
  year         = {2013},
  url          = {https://doi.org/10.1109/ICDM.2013.112},
  doi          = {10.1109/ICDM.2013.112},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/ChanA13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icwsm/AkogluCF13,
  author       = {Leman Akoglu and
                  Rishi Chandy and
                  Christos Faloutsos},
  editor       = {Emre Kiciman and
                  Nicole B. Ellison and
                  Bernie Hogan and
                  Paul Resnick and
                  Ian Soboroff},
  title        = {Opinion Fraud Detection in Online Reviews by Network Effects},
  booktitle    = {Proceedings of the Seventh International Conference on Weblogs and
                  Social Media, {ICWSM} 2013, Cambridge, Massachusetts, USA, July 8-11,
                  2013},
  publisher    = {The {AAAI} Press},
  year         = {2013},
  url          = {http://www.aaai.org/ocs/index.php/ICWSM/ICWSM13/paper/view/5981},
  timestamp    = {Fri, 05 Feb 2021 11:07:18 +0100},
  biburl       = {https://dblp.org/rec/conf/icwsm/AkogluCF13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/AkogluCFTTV13,
  author       = {Leman Akoglu and
                  Duen Horng Chau and
                  Christos Faloutsos and
                  Nikolaj Tatti and
                  Hanghang Tong and
                  Jilles Vreeken},
  title        = {Mining Connection Pathways for Marked Nodes in Large Graphs},
  booktitle    = {Proceedings of the 13th {SIAM} International Conference on Data Mining,
                  May 2-4, 2013. Austin, Texas, {USA}},
  pages        = {37--45},
  publisher    = {{SIAM}},
  year         = {2013},
  url          = {https://doi.org/10.1137/1.9781611972832.5},
  doi          = {10.1137/1.9781611972832.5},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/AkogluCFTTV13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/AkogluF13,
  author       = {Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Stefano Leonardi and
                  Alessandro Panconesi and
                  Paolo Ferragina and
                  Aristides Gionis},
  title        = {Anomaly, event, and fraud detection in large network datasets},
  booktitle    = {Sixth {ACM} International Conference on Web Search and Data Mining,
                  {WSDM} 2013, Rome, Italy, February 4-8, 2013},
  pages        = {773--774},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2433396.2433496},
  doi          = {10.1145/2433396.2433496},
  timestamp    = {Tue, 27 Dec 2022 09:06:31 +0100},
  biburl       = {https://dblp.org/rec/conf/wsdm/AkogluF13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YaoTXAXL13,
  author       = {Yuan Yao and
                  Hanghang Tong and
                  Tao Xie and
                  Leman Akoglu and
                  Feng Xu and
                  Jian Lu},
  title        = {Want a Good Answer? Ask a Good Question First!},
  journal      = {CoRR},
  volume       = {abs/1311.6876},
  year         = {2013},
  url          = {http://arxiv.org/abs/1311.6876},
  eprinttype    = {arXiv},
  eprint       = {1311.6876},
  timestamp    = {Thu, 30 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/YaoTXAXL13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/ChauAVTF12,
  author       = {Duen Horng Chau and
                  Leman Akoglu and
                  Jilles Vreeken and
                  Hanghang Tong and
                  Christos Faloutsos},
  title        = {Interactively and Visually Exploring Tours of Marked Nodes in Large
                  Graphs},
  booktitle    = {International Conference on Advances in Social Networks Analysis and
                  Mining, {ASONAM} 2012, Istanbul, Turkey, 26-29 August 2012},
  pages        = {696--698},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://doi.org/10.1109/ASONAM.2012.115},
  doi          = {10.1109/ASONAM.2012.115},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/asunam/ChauAVTF12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/AkogluTVF12,
  author       = {Leman Akoglu and
                  Hanghang Tong and
                  Jilles Vreeken and
                  Christos Faloutsos},
  editor       = {Xue{-}wen Chen and
                  Guy Lebanon and
                  Haixun Wang and
                  Mohammed J. Zaki},
  title        = {Fast and reliable anomaly detection in categorical data},
  booktitle    = {21st {ACM} International Conference on Information and Knowledge Management,
                  CIKM'12, Maui, HI, USA, October 29 - November 02, 2012},
  pages        = {415--424},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2396761.2396816},
  doi          = {10.1145/2396761.2396816},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/AkogluTVF12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/HendersonGETBAKFL12,
  author       = {Keith Henderson and
                  Brian Gallagher and
                  Tina Eliassi{-}Rad and
                  Hanghang Tong and
                  Sugato Basu and
                  Leman Akoglu and
                  Danai Koutra and
                  Christos Faloutsos and
                  Lei Li},
  editor       = {Qiang Yang and
                  Deepak Agarwal and
                  Jian Pei},
  title        = {RolX: structural role extraction {\&} mining in large graphs},
  booktitle    = {The 18th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '12, Beijing, China, August 12-16, 2012},
  pages        = {1231--1239},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2339530.2339723},
  doi          = {10.1145/2339530.2339723},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/HendersonGETBAKFL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ChauAVTF12,
  author       = {Duen Horng Chau and
                  Leman Akoglu and
                  Jilles Vreeken and
                  Hanghang Tong and
                  Christos Faloutsos},
  editor       = {Qiang Yang and
                  Deepak Agarwal and
                  Jian Pei},
  title        = {TourViz: interactive visualization of connection pathways in large
                  graphs},
  booktitle    = {The 18th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '12, Beijing, China, August 12-16, 2012},
  pages        = {1516--1519},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2339530.2339769},
  doi          = {10.1145/2339530.2339769},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/ChauAVTF12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/AkogluMF12,
  author       = {Leman Akoglu and
                  Pedro O. S. Vaz de Melo and
                  Christos Faloutsos},
  editor       = {Pang{-}Ning Tan and
                  Sanjay Chawla and
                  Chin Kuan Ho and
                  James Bailey},
  title        = {Quantifying Reciprocity in Large Weighted Communication Networks},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 16th Pacific-Asia
                  Conference, {PAKDD} 2012, Kuala Lumpur, Malaysia, May 29 - June 1,
                  2012, Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7302},
  pages        = {85--96},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-30220-6\_8},
  doi          = {10.1007/978-3-642-30220-6\_8},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/AkogluMF12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/AkogluTMF12,
  author       = {Leman Akoglu and
                  Hanghang Tong and
                  Brendan Meeder and
                  Christos Faloutsos},
  title        = {{PICS:} Parameter-free Identification of Cohesive Subgroups in Large
                  Attributed Graphs},
  booktitle    = {Proceedings of the Twelfth {SIAM} International Conference on Data
                  Mining, Anaheim, California, USA, April 26-28, 2012},
  pages        = {439--450},
  publisher    = {{SIAM} / Omnipress},
  year         = {2012},
  url          = {https://doi.org/10.1137/1.9781611972825.38},
  doi          = {10.1137/1.9781611972825.38},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/AkogluTMF12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/AkogluCKKF12,
  author       = {Leman Akoglu and
                  Duen Horng Chau and
                  U Kang and
                  Danai Koutra and
                  Christos Faloutsos},
  editor       = {K. Sel{\c{c}}uk Candan and
                  Yi Chen and
                  Richard T. Snodgrass and
                  Luis Gravano and
                  Ariel Fuxman},
  title        = {OPAvion: mining and visualization in large graphs},
  booktitle    = {Proceedings of the {ACM} {SIGMOD} International Conference on Management
                  of Data, {SIGMOD} 2012, Scottsdale, AZ, USA, May 20-24, 2012},
  pages        = {717--720},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2213836.2213941},
  doi          = {10.1145/2213836.2213941},
  timestamp    = {Fri, 09 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sigmod/AkogluCKKF12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/HendersonGLAETF11,
  author       = {Keith Henderson and
                  Brian Gallagher and
                  Lei Li and
                  Leman Akoglu and
                  Tina Eliassi{-}Rad and
                  Hanghang Tong and
                  Christos Faloutsos},
  editor       = {Chid Apt{\'{e}} and
                  Joydeep Ghosh and
                  Padhraic Smyth},
  title        = {It's who you know: graph mining using recursive structural features},
  booktitle    = {Proceedings of the 17th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, San Diego, CA, USA, August 21-24,
                  2011},
  pages        = {663--671},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/2020408.2020512},
  doi          = {10.1145/2020408.2020512},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/HendersonGLAETF11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/social2011/McGlohonAF11,
  author       = {Mary McGlohon and
                  Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Charu C. Aggarwal},
  title        = {Statistical Properties of Social Networks},
  booktitle    = {Social Network Data Analytics},
  pages        = {17--42},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-1-4419-8462-3\_2},
  doi          = {10.1007/978-1-4419-8462-3\_2},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/sp/social2011/McGlohonAF11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KangMAF10,
  author       = {U Kang and
                  Mary McGlohon and
                  Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Geoffrey I. Webb and
                  Bing Liu and
                  Chengqi Zhang and
                  Dimitrios Gunopulos and
                  Xindong Wu},
  title        = {Patterns on the Connected Components of Terabyte-Scale Graphs},
  booktitle    = {{ICDM} 2010, The 10th {IEEE} International Conference on Data Mining,
                  Sydney, Australia, 14-17 December 2010},
  pages        = {875--880},
  publisher    = {{IEEE} Computer Society},
  year         = {2010},
  url          = {https://doi.org/10.1109/ICDM.2010.121},
  doi          = {10.1109/ICDM.2010.121},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/KangMAF10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/AkogluF10,
  author       = {Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Wei Fan and
                  Wynne Hsu and
                  Geoffrey I. Webb and
                  Bing Liu and
                  Chengqi Zhang and
                  Dimitrios Gunopulos and
                  Xindong Wu},
  title        = {ValuePick: Towards a Value-Oriented Dual-Goal Recommender System},
  booktitle    = {{ICDMW} 2010, The 10th {IEEE} International Conference on Data Mining
                  Workshops, Sydney, Australia, 13 December 2010},
  pages        = {1151--1158},
  publisher    = {{IEEE} Computer Society},
  year         = {2010},
  url          = {https://doi.org/10.1109/ICDMW.2010.68},
  doi          = {10.1109/ICDMW.2010.68},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/AkogluF10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/HendersonEFALMPT10,
  author       = {Keith Henderson and
                  Tina Eliassi{-}Rad and
                  Christos Faloutsos and
                  Leman Akoglu and
                  Lei Li and
                  Koji Maruhashi and
                  B. Aditya Prakash and
                  Hanghang Tong},
  editor       = {Bharat Rao and
                  Balaji Krishnapuram and
                  Andrew Tomkins and
                  Qiang Yang},
  title        = {Metric forensics: a multi-level approach for mining volatile graphs},
  booktitle    = {Proceedings of the 16th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Washington, DC, USA, July 25-28,
                  2010},
  pages        = {163--172},
  publisher    = {{ACM}},
  year         = {2010},
  url          = {https://doi.org/10.1145/1835804.1835828},
  doi          = {10.1145/1835804.1835828},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/HendersonEFALMPT10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlg/AkogluD10,
  author       = {Leman Akoglu and
                  Bhavana Dalvi},
  editor       = {Ulf Brefeld and
                  Lise Getoor and
                  Sofus A. Macskassy},
  title        = {Structure, tie persistence and event detection in large phone and
                  {SMS} networks},
  booktitle    = {Proceedings of the Eighth Workshop on Mining and Learning with Graphs,
                  {MLG} '10, Washington, D.C., USA, July 24-25, 2010},
  pages        = {10--17},
  publisher    = {{ACM}},
  year         = {2010},
  url          = {https://doi.org/10.1145/1830252.1830254},
  doi          = {10.1145/1830252.1830254},
  timestamp    = {Tue, 06 Nov 2018 16:58:01 +0100},
  biburl       = {https://dblp.org/rec/conf/mlg/AkogluD10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/AkogluMF10,
  author       = {Leman Akoglu and
                  Mary McGlohon and
                  Christos Faloutsos},
  editor       = {Mohammed Javeed Zaki and
                  Jeffrey Xu Yu and
                  Balaraman Ravindran and
                  Vikram Pudi},
  title        = {oddball: Spotting Anomalies in Weighted Graphs},
  booktitle    = {Advances in Knowledge Discovery and Data Mining, 14th Pacific-Asia
                  Conference, {PAKDD} 2010, Hyderabad, India, June 21-24, 2010. Proceedings.
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6119},
  pages        = {410--421},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-13672-6\_40},
  doi          = {10.1007/978-3-642-13672-6\_40},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/AkogluMF10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/MeloAFL10,
  author       = {Pedro O. S. Vaz de Melo and
                  Leman Akoglu and
                  Christos Faloutsos and
                  Antonio Alfredo Ferreira Loureiro},
  editor       = {Jos{\'{e}} L. Balc{\'{a}}zar and
                  Francesco Bonchi and
                  Aristides Gionis and
                  Mich{\`{e}}le Sebag},
  title        = {Surprising Patterns for the Call Duration Distribution of Mobile Phone
                  Users},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases, European Conference,
                  {ECML} {PKDD} 2010, Barcelona, Spain, September 20-24, 2010, Proceedings,
                  Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6323},
  pages        = {354--369},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-15939-8\_23},
  doi          = {10.1007/978-3-642-15939-8\_23},
  timestamp    = {Fri, 25 Dec 2020 01:15:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/MeloAFL10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/AkogluF09,
  author       = {Leman Akoglu and
                  Christos Faloutsos},
  title        = {{RTG:} a recursive realistic graph generator using random typing},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {19},
  number       = {2},
  pages        = {194--209},
  year         = {2009},
  url          = {https://doi.org/10.1007/s10618-009-0140-7},
  doi          = {10.1007/S10618-009-0140-7},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/datamine/AkogluF09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/DuFWA09,
  author       = {Nan Du and
                  Christos Faloutsos and
                  Bai Wang and
                  Leman Akoglu},
  editor       = {John F. Elder IV and
                  Fran{\c{c}}oise Fogelman{-}Souli{\'{e}} and
                  Peter A. Flach and
                  Mohammed Javeed Zaki},
  title        = {Large human communication networks: patterns and a utility-driven
                  generator},
  booktitle    = {Proceedings of the 15th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Paris, France, June 28 - July
                  1, 2009},
  pages        = {269--278},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1557019.1557054},
  doi          = {10.1145/1557019.1557054},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/DuFWA09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/AkogluF09,
  author       = {Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Wray L. Buntine and
                  Marko Grobelnik and
                  Dunja Mladenic and
                  John Shawe{-}Taylor},
  title        = {{RTG:} {A} Recursive Realistic Graph Generator Using Random Typing},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases, European Conference,
                  {ECML} {PKDD} 2009, Bled, Slovenia, September 7-11, 2009, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {5781},
  pages        = {13--28},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-04180-8\_13},
  doi          = {10.1007/978-3-642-04180-8\_13},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/AkogluF09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/AkogluMF08,
  author       = {Leman Akoglu and
                  Mary McGlohon and
                  Christos Faloutsos},
  title        = {{RTM:} Laws and a Recursive Generator for Weighted Time-Evolving Graphs},
  booktitle    = {Proceedings of the 8th {IEEE} International Conference on Data Mining
                  {(ICDM} 2008), December 15-19, 2008, Pisa, Italy},
  pages        = {701--706},
  publisher    = {{IEEE} Computer Society},
  year         = {2008},
  url          = {https://doi.org/10.1109/ICDM.2008.123},
  doi          = {10.1109/ICDM.2008.123},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/AkogluMF08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/McGlohonAF08,
  author       = {Mary McGlohon and
                  Leman Akoglu and
                  Christos Faloutsos},
  editor       = {Ying Li and
                  Bing Liu and
                  Sunita Sarawagi},
  title        = {Weighted graphs and disconnected components: patterns and a generator},
  booktitle    = {Proceedings of the 14th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Las Vegas, Nevada, USA, August
                  24-27, 2008},
  pages        = {524--532},
  publisher    = {{ACM}},
  year         = {2008},
  url          = {https://doi.org/10.1145/1401890.1401955},
  doi          = {10.1145/1401890.1401955},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/McGlohonAF08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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