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@article{DBLP:journals/corr/abs-2401-09756,
  author       = {Narayanan Unny Edakunni and
                  Utkarsh Tekriwal and
                  Anukriti Jain},
  title        = {Explaining Drift using Shapley Values},
  journal      = {CoRR},
  volume       = {abs/2401.09756},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.09756},
  doi          = {10.48550/ARXIV.2401.09756},
  eprinttype    = {arXiv},
  eprint       = {2401.09756},
  timestamp    = {Fri, 02 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-09756.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-2107-12783,
  author       = {Drona Khurana and
                  Srinivasan Ravichandran and
                  Sparsh Jain and
                  Narayanan Unny Edakunni},
  title        = {Statistical Guarantees for Fairness Aware Plug-In Algorithms},
  journal      = {CoRR},
  volume       = {abs/2107.12783},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.12783},
  eprinttype    = {arXiv},
  eprint       = {2107.12783},
  timestamp    = {Thu, 29 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-12783.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-2108-08790,
  author       = {Vignesh Nanda Kumar and
                  Narayanan Unny Edakunni},
  title        = {Simple is better: Making Decision Trees faster using random sampling},
  journal      = {CoRR},
  volume       = {abs/2108.08790},
  year         = {2021},
  url          = {https://arxiv.org/abs/2108.08790},
  eprinttype    = {arXiv},
  eprint       = {2108.08790},
  timestamp    = {Mon, 23 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2108-08790.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-2001-03386,
  author       = {Sahil Manchanda and
                  Arun Rajkumar and
                  Simarjot Kaur and
                  Narayanan Unny},
  title        = {{SUPAID:} {A} Rule mining based method for automatic rollout decision
                  aid for supervisors in fleet management systems},
  journal      = {CoRR},
  volume       = {abs/2001.03386},
  year         = {2020},
  url          = {https://arxiv.org/abs/2001.03386},
  eprinttype    = {arXiv},
  eprint       = {2001.03386},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2001-03386.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-2009-01442,
  author       = {Srinivasan Ravichandran and
                  Drona Khurana and
                  Bharath Venkatesh and
                  Narayanan Unny Edakunni},
  title        = {FairXGBoost: Fairness-aware Classification in XGBoost},
  journal      = {CoRR},
  volume       = {abs/2009.01442},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.01442},
  eprinttype    = {arXiv},
  eprint       = {2009.01442},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-01442.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-2009-05322,
  author       = {Aditya Lahiri and
                  Narayanan Unny Edakunni},
  title        = {Accurate and Intuitive Contextual Explanations using Linear Model
                  Trees},
  journal      = {CoRR},
  volume       = {abs/2009.05322},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.05322},
  eprinttype    = {arXiv},
  eprint       = {2009.05322},
  timestamp    = {Thu, 17 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-05322.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/ml/NikolaouEKFB16,
  author       = {Nikolaos Nikolaou and
                  Narayanan Unny Edakunni and
                  Meelis Kull and
                  Peter A. Flach and
                  Gavin Brown},
  title        = {Cost-sensitive boosting algorithms: Do we really need them?},
  journal      = {Mach. Learn.},
  volume       = {104},
  number       = {2-3},
  pages        = {359--384},
  year         = {2016},
  url          = {https://doi.org/10.1007/s10994-016-5572-x},
  doi          = {10.1007/S10994-016-5572-X},
  timestamp    = {Sun, 06 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ml/NikolaouEKFB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/cods/SemwalPGAU15,
  author       = {Deepali Semwal and
                  Sonal Patil and
                  Sainyam Galhotra and
                  Akhil Arora and
                  Narayanan Unny},
  editor       = {Manish Gupta and
                  Y. Narahari and
                  V. S. Subrahmanian and
                  Indrajit Bhattacharya},
  title        = {{STAR:} Real-time Spatio-Temporal Analysis and Prediction of Traffic
                  Insights using Social Media},
  booktitle    = {Companion Volume to the Proceedings of the 2nd {IKDD} Conference on
                  Data Sciences, {CODS} 2015 Companion Volume, Bangalore, India, March
                  20, 2015},
  pages        = {7:1--7:4},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2778865.2778872},
  doi          = {10.1145/2778865.2778872},
  timestamp    = {Tue, 06 Nov 2018 16:58:32 +0100},
  biburl       = {https://dblp.org/rec/conf/cods/SemwalPGAU15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/EdakunniRTHR15,
  author       = {Narayanan Unny Edakunni and
                  Aditi Raghunathan and
                  Abhishek Tripathi and
                  John Handley and
                  Fr{\'{e}}d{\'{e}}ric Roulland},
  title        = {Probabilistic Dependency Networks for Prediction and Diagnostics},
  journal      = {CoRR},
  volume       = {abs/1508.03130},
  year         = {2015},
  url          = {http://arxiv.org/abs/1508.03130},
  eprinttype    = {arXiv},
  eprint       = {1508.03130},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/EdakunniRTHR15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/bigda/GuptaSUM14,
  author       = {Divanshu Gupta and
                  Avinash Sharma and
                  Narayanan Unny and
                  Geetha Manjunath},
  editor       = {Srinath Srinivasa and
                  Sameep Mehta},
  title        = {Graphical Analysis and Visualization of Big Data in Business Domains},
  booktitle    = {Big Data Analytics - Third International Conference, {BDA} 2014, New
                  Delhi, India, December 20-23, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8883},
  pages        = {53--56},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-13820-6\_4},
  doi          = {10.1007/978-3-319-13820-6\_4},
  timestamp    = {Tue, 21 Mar 2023 21:01:30 +0100},
  biburl       = {https://dblp.org/rec/conf/bigda/GuptaSUM14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/jmlr/ZhaoEPB13,
  author       = {Ming{-}Jie Zhao and
                  Narayanan Unny Edakunni and
                  Adam Craig Pocock and
                  Gavin Brown},
  title        = {Beyond Fano's inequality: bounds on the optimal F-score, BER, and
                  cost-sensitive risk and their implications},
  journal      = {J. Mach. Learn. Res.},
  volume       = {14},
  number       = {1},
  pages        = {1033--1090},
  year         = {2013},
  url          = {https://dl.acm.org/doi/10.5555/2567709.2502614},
  doi          = {10.5555/2567709.2502614},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/ZhaoEPB13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/corr/abs-1202-3716,
  author       = {Narayanan Unny Edakunni and
                  Gary Brown and
                  Tim Kovacs},
  title        = {Boosting as a Product of Experts},
  journal      = {CoRR},
  volume       = {abs/1202.3716},
  year         = {2012},
  url          = {http://arxiv.org/abs/1202.3716},
  eprinttype    = {arXiv},
  eprint       = {1202.3716},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1202-3716.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/gecco/EdakunniBK11,
  author       = {Narayanan Unny Edakunni and
                  Gavin Brown and
                  Tim Kovacs},
  editor       = {Natalio Krasnogor and
                  Pier Luca Lanzi},
  title        = {Online, {GA} based mixture of experts: a probabilistic model of ucs},
  booktitle    = {13th Annual Genetic and Evolutionary Computation Conference, {GECCO}
                  2011, Proceedings, Dublin, Ireland, July 12-16, 2011},
  pages        = {1267--1274},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/2001576.2001747},
  doi          = {10.1145/2001576.2001747},
  timestamp    = {Sun, 06 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/gecco/EdakunniBK11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/gecco/KovacsEB11,
  author       = {Tim Kovacs and
                  Narayanan Unny Edakunni and
                  Gavin Brown},
  editor       = {Natalio Krasnogor and
                  Pier Luca Lanzi},
  title        = {Accuracy exponentiation in {UCS} and its effect on voting margins},
  booktitle    = {13th Annual Genetic and Evolutionary Computation Conference, {GECCO}
                  2011, Proceedings, Dublin, Ireland, July 12-16, 2011},
  pages        = {1251--1258},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/2001576.2001745},
  doi          = {10.1145/2001576.2001745},
  timestamp    = {Sun, 06 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/gecco/KovacsEB11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/uai/EdakunniBK11,
  author       = {Narayanan Unny Edakunni and
                  Gary Brown and
                  Tim Kovacs},
  editor       = {F{\'{a}}bio Gagliardi Cozman and
                  Avi Pfeffer},
  title        = {Boosting as a Product of Experts},
  booktitle    = {{UAI} 2011, Proceedings of the Twenty-Seventh Conference on Uncertainty
                  in Artificial Intelligence, Barcelona, Spain, July 14-17, 2011},
  pages        = {187--194},
  publisher    = {{AUAI} Press},
  year         = {2011},
  url          = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&smnu=2\&article\_id=2262\&proceeding\_id=27},
  timestamp    = {Wed, 03 Feb 2021 11:09:03 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/EdakunniBK11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/gecco/EdakunniKBM09,
  author       = {Narayanan Unny Edakunni and
                  Tim Kovacs and
                  Gavin Brown and
                  James A. R. Marshall},
  editor       = {Franz Rothlauf},
  title        = {Modeling {UCS} as a mixture of experts},
  booktitle    = {Genetic and Evolutionary Computation Conference, {GECCO} 2009, Proceedings,
                  Montreal, Qu{\'{e}}bec, Canada, July 8-12, 2009},
  pages        = {1187--1194},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1569901.1570061},
  doi          = {10.1145/1569901.1570061},
  timestamp    = {Sun, 06 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/gecco/EdakunniKBM09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/mcs/EdakunniV09,
  author       = {Narayanan Unny Edakunni and
                  Sethu Vijayakumar},
  editor       = {J{\'{o}}n Atli Benediktsson and
                  Josef Kittler and
                  Fabio Roli},
  title        = {Efficient Online Classification Using an Ensemble of Bayesian Linear
                  Logistic Regressors},
  booktitle    = {Multiple Classifier Systems, 8th International Workshop, {MCS} 2009,
                  Reykjavik, Iceland, June 10-12, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5519},
  pages        = {102--111},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-02326-2\_11},
  doi          = {10.1007/978-3-642-02326-2\_11},
  timestamp    = {Sun, 06 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/mcs/EdakunniV09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/ijcai/EdakunniSV07,
  author       = {Narayanan Unny Edakunni and
                  Stefan Schaal and
                  Sethu Vijayakumar},
  editor       = {Manuela M. Veloso},
  title        = {Kernel Carpentry for Online Regression Using Randomly Varying Coefficient
                  Model},
  booktitle    = {{IJCAI} 2007, Proceedings of the 20th International Joint Conference
                  on Artificial Intelligence, Hyderabad, India, January 6-12, 2007},
  pages        = {762--767},
  year         = {2007},
  url          = {http://ijcai.org/Proceedings/07/Papers/122.pdf},
  timestamp    = {Tue, 20 Aug 2019 16:17:11 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/EdakunniSV07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

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