Danai Koutra

Cited by

	All	Since 2015
Citations	3559	3395
h-index	25	25
i10-index	41	41

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20122013201420152016201720182019202011 30 102 219 378 532 714 799 738

Co-authors

Christos FaloutsosCMUVerified email at cs.cmu.edu
Leman AkogluAssociate Professor of Information Systems, Heinz College, Carnegie Mellon UniversityVerified email at andrew.cmu.edu
Tina Eliassi-RadProfessor of Computer Science, Northeastern UniversityVerified email at eliassi.org
U KangProfessor of Computer Science and Engineering, Seoul National UniversityVerified email at snu.ac.kr
Hanghang TongUniversity of Illinois at Urbana-ChampaignVerified email at illinois.edu
Brian GallagherComputer Scientist, Lawrence Livermore National LaboratoryVerified email at llnl.gov
Evangelos E. PapalexakisAssistant Professor, University of California RiversideVerified email at cs.ucr.edu
Jilles VreekenCISPA Helmholtz Center for Information Security; Professor, Saarland UniversityVerified email at cispa.saarland
Michele BerlingerioNovartis - AI Innovation CenterVerified email at novartis.com
Joshua T. VogelsteinDept of Biomedical Engineering, Johns Hopkins UniversityVerified email at jhu.edu
Duen Horng (Polo) ChauProfessor of Computer Science, Georgia Institute of TechnologyVerified email at gatech.edu
Stephan GünnemannProfessor of Computer Science, Technical University of MunichVerified email at in.tum.de
Walter S. LaseckiUniversity of Michigan | Director, Center for Hybrid Intelligence SystemsVerified email at umich.edu
Sugato BasuPrincipal Scientist at GoogleVerified email at google.com
Hsing-Kuo PaoNational Taiwan University of Science and TechnologyVerified email at mail.ntust.edu.tw
Miguel AraujoFeedzaiVerified email at feedzai.com
Paul N. BennettPartner Research Manager, Microsoft ResearchVerified email at microsoft.com
Aaditya RamdasStatistics and Machine Learning, Carnegie Mellon UniversityVerified email at stat.cmu.edu
Eric HorvitzMicrosoft ResearchVerified email at microsoft.com
Wolfgang GatterbauerKhoury College of Computer Sciences, Northeastern UniversityVerified email at northeastern.edu

Danai Koutra

University of Michigan, Ann Arbor

Verified email at umich.edu - Homepage

data / graph mining graph summarization embeddings network similarity + alignment anomaly detection


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Graph based anomaly detection and description: a survey L Akoglu, H Tong, D Koutra Data mining and knowledge discovery 29 (3), 626-688, 2015	812	2015
Rolx: structural role extraction & mining in large graphs K Henderson, B Gallagher, T Eliassi-Rad, H Tong, S Basu, L Akoglu, ... Proceedings of the 18th ACM SIGKDD international conference on Knowledge …, 2012	323	2012
Anomaly detection in dynamic networks: a survey S Ranshous, S Shen, D Koutra, S Harenberg, C Faloutsos, NF Samatova Wiley Interdisciplinary Reviews: Computational Statistics 7 (3), 223-247, 2015	214	2015
DELTACON: A Principled Massive-Graph Similarity Function D Koutra, JT Vogelstein, C Faloutsos Proceedings of the 13th SIAM International Conference on Data Mining (SDM …, 2013	175	2013
VOG: Summarizing and Understanding Large Graphs D Koutra, U Kang, J Vreeken, C Faloutsos SDM, 2014	154*	2014
Detecting insider threats in a real corporate database of computer usage activity TE Senator, HG Goldberg, A Memory, WT Young, B Rees, R Pierce, ... Proceedings of the 19th ACM SIGKDD international conference on Knowledge …, 2013	116	2013
Graph Summarization Methods and Applications: A Survey Y Liu, T Safavi, A Dighe, D Koutra ACM Computing Surveys (CSUR), 2018	114	2018
Unifying guilt-by-association approaches: Theorems and fast algorithms D Koutra, TY Ke, U Kang, DHP Chau, HKK Pao, C Faloutsos Joint European Conference on Machine Learning and Knowledge Discovery in …, 2011	110	2011
BIG-ALIGN: Fast Bipartite Graph Alignment D Koutra, H Tong, D Lubensky IEEE ICDM, 2013	108	2013
Timecrunch: Interpretable dynamic graph summarization N Shah, D Koutra, T Zou, B Gallagher, C Faloutsos Proceedings of the 21th ACM SIGKDD International Conference on Knowledge …, 2015	96	2015
Algorithms for graph similarity and subgraph matching D Koutra, A Parikh, A Ramdas, J Xiang Proc. Ecol. Inference Conf 17, 2011	96	2011
Regal: Representation learning-based graph alignment M Heimann, H Shen, T Safavi, D Koutra Proceedings of the 27th ACM international conference on information and …, 2018	93*	2018
Com2: fast automatic discovery of temporal (‘comet’) communities M Araujo, S Papadimitriou, S Günnemann, C Faloutsos, P Basu, A Swami, ... Pacific-Asia Conference on Knowledge Discovery and Data Mining, 271-283, 2014	90	2014
Glance: Rapidly coding behavioral video with the crowd WS Lasecki, M Gordon, D Koutra, MF Jung, SP Dow, JP Bigham Proceedings of the 27th annual ACM symposium on User interface software and …, 2014	89	2014
Netsimile: A scalable approach to size-independent network similarity M Berlingerio, D Koutra, T Eliassi-Rad, C Faloutsos arXiv preprint arXiv:1209.2684, 2012	84	2012
DeltaCon Principled Massive-Graph Similarity Function with Attribution D Koutra, N Shah, JT Vogelstein, B Gallagher, C Faloutsos ACM Transactions on Knowledge Discovery from Data (TKDD) 10 (3), 1-43, 2016	79	2016
Network similarity via multiple social theories M Berlingerio, D Koutra, T Eliassi-Rad, C Faloutsos Proceedings of the 2013 IEEE/ACM International Conference on Advances in …, 2013	65	2013
Tensorsplat: Spotting latent anomalies in time D Koutra, EE Papalexakis, C Faloutsos 2012 16th Panhellenic Conference on Informatics, 144-149, 2012	49	2012
Linearized and single-pass belief propagation W Gatterbauer, S Günnemann, D Koutra, C Faloutsos arXiv preprint arXiv:1406.7288, 2014	45	2014
Net-ray: Visualizing and mining billion-scale graphs U Kang, JY Lee, D Koutra, C Faloutsos Pacific-Asia Conference on Knowledge Discovery and Data Mining, 348-361, 2014	42	2014

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