About BDL

BDL is led by Dr. Tong Zhang. BDL focuses on large-scale machine learning algorithms and applications in areas such as predictive analytics, large data structure algorithms, and intelligent systems research. BDL’s mission is to make peoples’ lives better through big data.

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Technical Work

Fused Lasso Screening Rules via the Monotonicity of Subdifferential
Jie Wang, Wei Fan, Jieping Ye

Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective
Jing Gao, Qi Li, Bo Zhao, Wei Fan, Jiawei Han
PVLDB (2015)

Orthogonal Rank-One Matrix Pursuit for Low Rank Matrix Completion
Zheng Wang, Ming-Jun Lai, Zhaosong Lu, Wei Fan, Hasan Davulcu, Jieping Ye
SIAM J. Scientific Computing (2015)

Facets: Fast Comprehensive Mining of Coevolving High-order Time Series
Yongjie Cai, Hanghang Tong, Wei Fan, Ping Ji, Qing He
KDD (2015)

On the Discovery of Evolving Truth
Yaliang Li, Qi Li, Jing Gao, Lu Su, Bo Zhao, Wei Fan, Jiawei Han:
KDD (2015)

Flexible and Robust Multi-Network Clustering
Jingchao Ni, Hanghang Tong, Wei Fan, Xiang Zhang
KDD (2015)

Discerning Tactical Patterns for Professional Soccer Teams: An Enhanced Topic Model with Applications
Qing Wang, Hengshu Zhu, Wei Hu, Zhiyong Shen, Yuan Yao
KDD (2015)

Stochastic Gradient Made Stable: A Manifold Propagation Approach for Large-Scale Optimization
Yadong Mu, Wei Liu, Wei Fan
CoRR (2015)

A Survey on Truth Discovery
Yaliang Li, Jing Gao, Chuishi Meng, Qi Li, Lu Su, Bo Zhao, Wei Fan, Jiawei Han
CoRR (2015)

Believe It Today or Tomorrow? Detecting Untrustworthy Information from Dynamic Multi-Source Data
Houping Xiao, Yaliang Li, Jing Gao, Fei Wang, Liang Ge, Wei Fan, Long Vu, Deepak Turaga
SDM (2015)

Cheetah: Fast Graph Kernel Tracking on Dynamic Graphs
Liangyue Li, Hanghang Tong, Yanghua Xiao, Wei Fan
SDM (2015)

Fast Mining of a Network of Coevolving Time Series
Yongjie Cai, Hanghang Tong, Wei Fan, Ping Ji
SDM (2015)

Frameworks to Encode User Preferences for Inferring Topic-sensitive Information Networks
Qingbo Hu, Sihong Xie, Shuyang Lin, Wei Fan, and Philip Yu
SDM (2015)