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Evangelos E. Papalexakis
Publications
- 2020
- [j22]Jiyuan Zhang, Jinoh Oh, Kijung Shin, Evangelos E. Papalexakis, Christos Faloutsos, Hwanjo Yu:
Fast and memory-efficient algorithms for high-order Tucker decomposition. Knowl. Inf. Syst. 62(7): 2765-2794 (2020) - 2019
- [j18]Xiao Fu, Kejun Huang, Evangelos E. Papalexakis, Hyun Ah Song, Partha P. Talukdar, Nicholas D. Sidiropoulos, Christos Faloutsos, Tom M. Mitchell:
Efficient and Distributed Generalized Canonical Correlation Analysis for Big Multiview Data. IEEE Trans. Knowl. Data Eng. 31(12): 2304-2318 (2019) - 2017
- [j16]Evangelos E. Papalexakis, Christos Faloutsos, Nicholas D. Sidiropoulos:
Tensors for Data Mining and Data Fusion: Models, Applications, and Scalable Algorithms. ACM Trans. Intell. Syst. Technol. 8(2): 16:1-16:44 (2017) - [j14]Nicholas D. Sidiropoulos, Lieven De Lathauwer, Xiao Fu, Kejun Huang, Evangelos E. Papalexakis, Christos Faloutsos:
Tensor Decomposition for Signal Processing and Machine Learning. IEEE Trans. Signal Process. 65(13): 3551-3582 (2017) - [c38]Xiao Fu, Kejun Huang, Otilia Stretcu, Hyun Ah Song, Evangelos E. Papalexakis, Partha P. Talukdar, Tom M. Mitchell, Nicholas D. Sidiropoulos, Christos Faloutsos, Barnabás Póczos:
BrainZoom: High Resolution Reconstruction from Multi-modal Brain Signals. SDM 2017: 216-227 - [c37]Jinoh Oh, Kijung Shin, Evangelos E. Papalexakis, Christos Faloutsos, Hwanjo Yu:
S-HOT: Scalable High-Order Tucker Decomposition. WSDM 2017: 761-770 - 2016
- [j13]Evangelos E. Papalexakis, Christos Faloutsos:
Unsupervised Tensor Mining for Big Data Practitioners. Big Data 4(3): 179-191 (2016) - [j11]Miguel Araujo, Stephan Günnemann, Spiros Papadimitriou, Christos Faloutsos, Prithwish Basu, Ananthram Swami, Evangelos E. Papalexakis, Danai Koutra:
Discovery of "comet" communities in temporal and labeled graphs Com^2. Knowl. Inf. Syst. 46(3): 657-677 (2016) - [j10]Evangelos E. Papalexakis, Tom M. Mitchell, Nicholas D. Sidiropoulos, Christos Faloutsos, Partha Pratim Talukdar, Brian Murphy:
Turbo-SMT: Parallel coupled sparse matrix-Tensor factorizations and applications. Stat. Anal. Data Min. 9(4): 269-290 (2016) - [j9]Inah Jeon, Evangelos E. Papalexakis, Christos Faloutsos, Lee Sael, U Kang:
Mining billion-scale tensors: algorithms and discoveries. VLDB J. 25(4): 519-544 (2016) - [c35]Xiao Fu, Kejun Huang, Evangelos E. Papalexakis, Hyun Ah Song, Partha Pratim Talukdar, Nicholas D. Sidiropoulos, Christos Faloutsos, Tom M. Mitchell:
Efficient and Distributed Algorithms for Large-Scale Generalized Canonical Correlations Analysis. ICDM 2016: 871-876 - [c34]Bryan Hooi, Hyun Ah Song, Evangelos E. Papalexakis, Rakesh Agrawal, Christos Faloutsos:
Matrices, Compression, Learning Curves: Formulation, and the GroupNteach Algorithms. PAKDD (2) 2016: 376-387 - [i3]Nicholas D. Sidiropoulos, Lieven De Lathauwer, Xiao Fu, Kejun Huang, Evangelos E. Papalexakis, Christos Faloutsos:
Tensor Decomposition for Signal Processing and Machine Learning. CoRR abs/1607.01668 (2016) - 2015
- [j8]Evangelos E. Papalexakis, Christos Faloutsos, Nicholas D. Sidiropoulos:
ParCube: Sparse Parallelizable CANDECOMP-PARAFAC Tensor Decomposition. ACM Trans. Knowl. Discov. Data 10(1): 3:1-3:25 (2015) - [c32]Evangelos E. Papalexakis, Konstantinos Pelechrinis, Christos Faloutsos:
Location based Social Network analysis using Tensors and Signal Processing tools. CAMSAP 2015: 93-96 - [c30]Kejun Huang, Matt Gardner, Evangelos E. Papalexakis, Christos Faloutsos, Nikos D. Sidiropoulos, Tom M. Mitchell, Partha Pratim Talukdar, Xiao Fu:
Translation Invariant Word Embeddings. EMNLP 2015: 1084-1088 - [c29]Evangelos E. Papalexakis, Christos Faloutsos:
Fast efficient and scalable Core Consistency Diagnostic for the parafac decomposition for big sparse tensors. ICASSP 2015: 5441-5445 - [c28]Inah Jeon, Evangelos E. Papalexakis, U Kang, Christos Faloutsos:
HaTen2: Billion-scale tensor decompositions. ICDE 2015: 1047-1058 - [c27]Bryan Hooi, Hyun Ah Song, Evangelos E. Papalexakis, Rakesh Agrawal, Christos Faloutsos:
Education, Learning and Information Theory. ICDM Workshops 2015: 269-272 - [c25]Kejun Huang, Nicholas D. Sidiropoulos, Evangelos E. Papalexakis, Christos Faloutsos, Partha Pratim Talukdar, Tom M. Mitchell:
Principled Neuro-Functional Connectivity Discovery. SDM 2015: 631-639 - 2014
- [j7]Evangelos E. Papalexakis, Alona Fyshe, Nicholas D. Sidiropoulos, Partha Pratim Talukdar, Tom M. Mitchell, Christos Faloutsos:
Good-Enough Brain Model: Challenges, Algorithms, and Discoveries in Multisubject Experiments. Big Data 2(4): 216-229 (2014) - [j5]Evangelos E. Papalexakis, Tudor Dumitras, Duen Horng Chau, B. Aditya Prakash, Christos Faloutsos:
SharkFin: Spatio-temporal mining of software adoption and penetration. Soc. Netw. Anal. Min. 4(1): 240 (2014) - [j4]Nicholas D. Sidiropoulos, Evangelos E. Papalexakis, Christos Faloutsos:
Parallel Randomly Compressed Cubes : A scalable distributed architecture for big tensor decomposition. IEEE Signal Process. Mag. 31(5): 57-70 (2014) - [j3]U Kang, Brendan Meeder, Evangelos E. Papalexakis, Christos Faloutsos:
HEigen: Spectral Analysis for Billion-Scale Graphs. IEEE Trans. Knowl. Data Eng. 26(2): 350-362 (2014) - [c20]Nikos D. Sidiropoulos, Evangelos E. Papalexakis, Christos Faloutsos:
A parallel algorithm for big tensor decomposition using randomly compressed cubes (PARACOMP). ICASSP 2014: 1-5 - [c19]Evangelos E. Papalexakis, Alona Fyshe, Nicholas D. Sidiropoulos, Partha Pratim Talukdar, Tom M. Mitchell, Christos Faloutsos:
Good-enough brain model: challenges, algorithms and discoveries in multi-subject experiments. KDD 2014: 95-104 - [c18]Ching-Hao Mao, Chung-Jung Wu, Evangelos E. Papalexakis, Christos Faloutsos, Kuo-Chen Lee, Tien-Cheu Kao:
MalSpot: Multi2 Malicious Network Behavior Patterns Analysis. PAKDD (1) 2014: 1-14 - [c17]Miguel Araujo, Spiros Papadimitriou, Stephan Günnemann, Christos Faloutsos, Prithwish Basu, Ananthram Swami, Evangelos E. Papalexakis, Danai Koutra:
Com2: Fast Automatic Discovery of Temporal ('Comet') Communities. PAKDD (2) 2014: 271-283 - [c16]Alex Beutel, Partha Pratim Talukdar, Abhimanu Kumar, Christos Faloutsos, Evangelos E. Papalexakis, Eric P. Xing:
FlexiFaCT: Scalable Flexible Factorization of Coupled Tensors on Hadoop. SDM 2014: 109-117 - [c15]Evangelos E. Papalexakis, Christos Faloutsos, Tom M. Mitchell, Partha Pratim Talukdar, Nicholas D. Sidiropoulos, Brian Murphy:
Turbo-SMT: Accelerating Coupled Sparse Matrix-Tensor Factorizations by 200x. SDM 2014: 118-126 - [c12]Evangelos E. Papalexakis, Konstantinos Pelechrinis, Christos Faloutsos:
Spotting misbehaviors in location-based social networks using tensors. WWW (Companion Volume) 2014: 551-552 - 2013
- [j2]Evangelos E. Papalexakis, U Kang, Christos Faloutsos, Nicholas D. Sidiropoulos, Abhay Harpale:
Large Scale Tensor Decompositions: Algorithmic Developments and Applications. IEEE Data Eng. Bull. 36(3): 59-66 (2013) - [c11]Evangelos E. Papalexakis, Tudor Dumitras, Duen Horng (Polo) Chau, B. Aditya Prakash, Christos Faloutsos:
Spatio-temporal mining of software adoption & penetration. ASONAM 2013: 878-885 - [c9]Yasuko Matsubara, Lei Li, Evangelos E. Papalexakis, David Lo, Yasushi Sakurai, Christos Faloutsos:
F-Trail: Finding Patterns in Taxi Trajectories. PAKDD (1) 2013: 86-98 - [c8]Petko Bogdanov, Christos Faloutsos, Misael Mongiovì, Evangelos E. Papalexakis, Razvan Ranca, Ambuj K. Singh:
NetSpot: Spotting Significant Anomalous Regions on Dynamic Networks. SDM 2013: 28-36 - [i1]Evangelos E. Papalexakis, Tom M. Mitchell, Nicholas D. Sidiropoulos, Christos Faloutsos, Partha Pratim Talukdar, Brian Murphy:
Scoup-SMT: Scalable Coupled Sparse Matrix-Tensor Factorization. CoRR abs/1302.7043 (2013) - 2012
- [c6]U Kang, Evangelos E. Papalexakis, Abhay Harpale, Christos Faloutsos:
GigaTensor: scaling tensor analysis up by 100 times - algorithms and discoveries. KDD 2012: 316-324 - [c5]Danai Koutra, Evangelos E. Papalexakis, Christos Faloutsos:
TensorSplat: Spotting Latent Anomalies in Time. Panhellenic Conference on Informatics 2012: 144-149 - [c4]Evangelos E. Papalexakis, Christos Faloutsos, Nicholas D. Sidiropoulos:
ParCube: Sparse Parallelizable Tensor Decompositions. ECML/PKDD (1) 2012: 521-536 - [c3]Misael Mongiovì, Petko Bogdanov, Razvan Ranca, Ambuj K. Singh, Evangelos E. Papalexakis, Christos Faloutsos:
SigSpot: mining significant anomalous regions from time-evolving networks (abstract only). SIGMOD Conference 2012: 865
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