Data Mining Lab

News & Notices

[2021-02] Two full research papers titled "SliceNStitch: Continuous CP Decomposition of Sparse Tensor Streams" and "Robust Factorization of Real-world Tensor Streams with Patterns, Missing Values and Outliers" got accepted to ICDE 2021.

[2021-01] A full research paper titled "How Do Hyperedges Overlap in Real-World Hypergraphs? - Patterns, Measures, and Generators" got accepted to WWW 2021.

[2020-10] A full research paper titled "MONSTOR: An Inductive Approach for Estimating and Maximizing Influence over Unseen Networks" got accepted to ASONAM 2020.

[2020-08] A full research paper titled "Evolution of Real-world Hypergraphs: Patterns and Models without Oracles" got accepted to ICDM 2020.

[2020-07] A full research paper titled "Hypergraph Motifs: Concepts, Algorithms, and Discoveries" got accepted to VLDB 2020.

[2020-06] A full research paper titled "Temporal Locality-Aware Sampling for Accurate Triangle Counting in Real Graph Streams" got accepted to The VLDB Journal.

[2020-05] Three full research papers titled "Incremental Lossless Graph Summarization", "SSumM: Sparse Summarization of Massive Graphs", and "Structural Patterns and Generative Models of Real-world Hypergraphs" got accepted to KDD 2020.

[2020-01] A short research paper titled "How Much and When Do We Need Higher-order Information in Hypergraphs? A Case Study on Hyperedge Prediction" got accepted to WWW 2020.

[2019-11] Two full research papers titled "TellTail: Fast Scoring and Detection of Dense Subgraphs" and "MIDAS: Microcluster-based Detector of Anomalies in Edge Streams" got accepted to AAAI 2020 (Oral Presentation).

[2019-04] A full research paper titled "Fast and Accurate Anomaly Detection in Dynamic Graphs with a Two-Pronged Approach" got accepted to KDD 2019.

[2019-02] A full research paper titled "SWeG: Lossless and Lossy Summarization of Web-Scale Graphs" got accepted to WWW 2019.

[2019-01] A full research paper titled "SMF: Drift Aware Matrix Factorization with Seasonal Patterns" got accepted to SDM 2019.

Research Highlights

#ICDE21 #Tensor #SOFIA

#ICDE21 #Tensor #SliceNStitch

#VLDB20 #Hypergraph #Motif

#WWW21 #Hypergraph #HyperLap

#KDD20 #Summarization #MoSSo

#WWW20 #Hypergraph

#KDD20 #Summarization #SsumM

#ICDM20 #Hpyergraph #HyperFF

#KDD19 #Graph #Anomaly

#KDD20 #Hypergraph #HyperPA

#KDD17 #Tensor #Anomaly

Research Summary