Selected Publications

  • Overlapping Community Detection Using Neighborhood-Inflated Seed Expansion
    J. J. Whang, D. F. Gleich, and I. S. Dhillon
    To appear in IEEE Transactions on Knowledge and Data Engineering (TKDE), 2016.
  • Fast Multiplier Methods to Optimize Non-exhaustive, Overlapping Clustering
    Y. Hou, J. J. Whang, D. F. Gleich, and I. S. Dhillon
    To appear in SIAM International Conference on Data Mining (SDM), 2016.
  • Non-exhaustive, Overlapping Clustering via Low-Rank Semidefinite Programming
    Y. Hou*, J. J. Whang*, D. F. Gleich, and I. S. Dhillon
    (* authors in alphabetical order with equal contribution)
    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2015.
    Download: [paper] [slides] [poster] [bibtex]
  • Scalable Data-driven PageRank: Algorithms, System Issues, and Lessons Learned
    J. J. Whang, A. Lenharth, I. S. Dhillon, and K. Pingali
    International European Conference on Parallel and Distributed Computing (Euro-Par), 2015.
    Download: [paper] [bibtex]
  • Non-exhaustive, Overlapping k-means
    J. J. Whang, I. S. Dhillon, and D. F. Gleich
    SIAM International Conference on Data Mining (SDM), 2015.
    Download: [paper] [poster] [bibtex]
  • Overlapping Community Detection Using Seed Set Expansion
    J. J. Whang, D. F. Gleich, and I. S. Dhillon
    ACM International Conference on Information and Knowledge Management (CIKM), 2013.
    Download: [paper] [slides] [code] [bibtex]
  • Stochastic Blockmodel with Cluster Overlap, Relevance Selection, and Similarity-Based Smoothing
    J. J. Whang, P. Rai, and I. S. Dhillon
    IEEE International Conference on Data Mining (ICDM), 2013.
    Download: [paper] [slides] [bibtex]
  • Scalable and Memory-Efficient Clustering of Large-Scale Social Networks
    J. J. Whang, X. Sui, and I. S. Dhillon
    IEEE International Conference on Data Mining (ICDM), 2012.
    Download: [paper] [slides] [bibtex]
  • Scalable Clustering of Signed Networks using Balance Normalized Cut
    K. Chiang, J. J. Whang, and I. S. Dhillon
    ACM International Conference on Information and Knowledge Management (CIKM), 2012.
    Download: [paper] [slides] [bibtex]
  • Parallel Clustered Low-rank Approximation of Graphs and Its Application to Link Prediction
    X. Sui, T. Lee, J. J. Whang, B. Savas, S. Jain, K. Pingali, and I. S. Dhillon
    International Workshop on Languages and Compilers for Parallel Computing (LCPC), 2012.
    Download: [paper] [bibtex]