Conference ScatterSample: Diversified Label Sampling for Data Efficient Graph Neural Network Learning 2022 • Proceedings of Machine Learning Research • 198: Dai Z, Ioannidis V, Adeshina S, Jost Z, Faloutsos C, Karypis G
Preprint ScatterSample: Diversified Label Sampling for Data Efficient Graph Neural Network Learning 2022 Dai Z, Ioannidis V, Adeshina S, Jost Z, Faloutsos C, Karypis G
Conference Star-Bridge: a topological multidimensional subgraph analysis to detect fraudulent nodes and rings in telecom networks 2022 2239-2242 Fidalgo P, Lopes RJ, Faloutsos C
Journal Article TG-OUT: temporal outlier patterns detection in Twitter attribute induced graphs 2022 • World Wide Web • 25(6):2429-2453 Dimitriadis I, Poiitis M, Faloutsos C, Vakali A
Conference TgraphSpot: Fast and Effective Anomaly Detection for Time-Evolving Graphs 2022 2214-2217 Cazzolato MT, Vijayakumar S, Zheng X, Park N, Lee M-C, Fidalgo P, Lages B, Traina AJM, Faloutsos C
Journal Article TrafficVis: Visualizing Organized Activity and Spatio-Temporal Patterns for Detecting and Labeling Human Trafficking 2022 • IEEE Transactions on Visualization and Computer Graphics • 29(1):53-62 Vajiac C, Chau DH, Olligschlaeger A, Mackenzie R, Nair P, Lee M-C, Li Y, Park N, Rabbany R, Faloutsos C
Conference VisPaD: Visualization and Pattern Discovery for Fighting Human Trafficking 2022 • COMPANION PROCEEDINGS OF THE WEB CONFERENCE 2022, WWW 2022 COMPANION • 273-277 Nair P, Li Y, Vajiac C, Olligschlaeger A, Lee M-C, Park N, Chau DH, Faloutsos C, Rabbany R
Preprint Benefit-aware Early Prediction of Health Outcomes on Multivariate EEG Time Series 2021 Shekhar S, Eswaran D, Hooi B, Elmer J, Faloutsos C, Akoglu L
Conference Bridging Physics-based and Data-driven modeling for Learning Dynamical Systems 2021 • LEARNING FOR DYNAMICS AND CONTROL, VOL 144 • 144: Wang R, Maddix D, Faloutsos C, Wang Y, Yu R
Journal Article Detecting Group Anomalies in Tera-Scale Multi-Aspect Data via Dense-Subtensor Mining 2021 • Frontiers in Big Data • 3: Shin K, Hooi B, Kim J, Faloutsos C
Conference DiffXtract: Joint Discriminative Product Attribute-Value Extraction 2021 271-280 Embar V, Kan A, Sisman B, Faloutsos C, Getoor L
Journal Article EagleMine: Vision-guided Micro-clusters recognition and collective anomaly detection 2021 • Future generations computer systems • 115:236-250 Feng W, Liu S, Faloutsos C, Hooi B, Shen H, Cheng X
Conference EX<SUP>3</SUP>: Explainable Attribute-aware Item-set Recommendations 2021 • 15TH ACM CONFERENCE ON RECOMMENDER SYSTEMS (RECSYS 2021) • 484-494 Xian Y, Zhao T, Li J, Chan J, Kan A, Ma J, Dong XL, Faloutsos C, Karypis G, Muthukrishnan S, Zhang Y
Preprint gen2Out: Detecting and Ranking Generalized Anomalies 2021 Lee M-C, Shekhar S, Faloutsos C, Hutson TN, Iasemidis L
Conference GEN<SUP>2</SUP>OUT: Detecting and Ranking Generalized Anomalies 2021 • 2021 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA) • 801-811 Lee M-C, Shekhar S, Faloutsos C, Hutson TN, Iasemidis L
Conference INFOSHIELD: Generalizable Information-Theoretic Human-Trafficking Detection 2021 • Proceedings - International Conference on Data Engineering • 1116-1127 Lee M-C, Vajiac C, Kulshrestha A, Levy S, Park N, Jones C, Rabbany R, Faloutsos C
Preprint AutoAudit: Mining Accounting and Time-Evolving Graphs 2020 Lee M-C, Zhao Y, Wang A, Liang PJ, Akoglu L, Tseng VS, Faloutsos C
Conference AUTOAUDIT: Mining Accounting and Time-Evolving Graphs 2020 • 2020 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA) • 950-956 Lee M-C, Zhao Y, Wang A, Liang PJ, Akoglu L, Tseng VS, Faloutsos C
Conference AutoBlock: A Hands-off Blocking Framework for Entity Matching 2020 • PROCEEDINGS OF THE 13TH INTERNATIONAL CONFERENCE ON WEB SEARCH AND DATA MINING (WSDM '20) • 744-752 Zhang W, Wei H, Sisman B, Dong XL, Faloutsos C, Page D
Conference AUTOKNOW: Self-Driving Knowledge Collection for Products of Thousands of Types 2020 • Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining • 2724-2734 Dong XL, He X, Kan A, Li X, Liang Y, Ma J, Xu YE, Zhang C, Zhao T, Saldana GB, Deshpande S, Manduca AM, Ren J, Singh SP, Xiao F, Chang H-S, Karamanolakis G, Mao Y, Wang Y, Faloutsos C, McCallum A, Han J
Preprint AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types 2020 Dong XL, He X, Kan A, Li X, Liang Y, Ma J, Xu YE, Zhang C, Zhao T, Saldana GB, Deshpande S, Manduca AM, Ren J, Singh SP, Xiao F, Chang H-S, Karamanolakis G, Mao Y, Wang Y, Faloutsos C, McCallum A, Han J
Conference Autonomous Graph Mining Algorithm Search with Best Speed/Accuracy Trade-off 2020 • Proceedings / IEEE International Conference on Data Mining. IEEE International Conference on Data Mining • 751-760 Yoon M, Gervet T, Hooi B, Faloutsos C
Preprint Autonomous Graph Mining Algorithm Search with Best Speed/Accuracy Trade-off 2020 Yoon M, Gervet T, Hooi B, Faloutsos C
Preprint Bridging Physics-based and Data-driven modeling for Learning Dynamical Systems 2020 Wang R, Maddix D, Faloutsos C, Wang Y, Yu R
