Preprint Less is More: SlimG for Accurate, Robust, and Interpretable Graph Mining 2022 Yoo J, Lee M-C, Shekhar S, Faloutsos C
Preprint MetaGL: Evaluation-Free Selection of Graph Learning Models via Meta-Learning 2022 Park N, Rossi R, Ahmed N, Faloutsos C
Preprint NetEffect: Discovery and Exploitation of Generalized Network Effects 2022 Lee M-C, Shekhar S, Yoo J, Faloutsos C
Conference Nimble GNN Embedding with Tensor-Train Decomposition 2022 • Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining • 2327-2335 Yin C, Zheng D, Nisa I, Faloutsos C, Karypis G, Vuduc R
Conference OA-Mine: Open-World Attribute Mining for E-Commerce Products with Weak Supervision 2022 3153-3161 Zhang X, Zhang C, Li X, Dong XL, Shang J, Faloutsos C, Han J
Preprint OA-Mine: Open-World Attribute Mining for E-Commerce Products with Weak Supervision 2022 Zhang X, Zhang C, Li X, Dong XL, Shang J, Faloutsos C, Han J
Journal Article Real-Time Anomaly Detection in Edge Streams 2022 • ACM Transactions on Knowledge Discovery from Data • 16(4): Bhatia S, Liu R, Hooi B, Yoon M, Shin K, Faloutsos C
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 Generation 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
