Publications
2018
- Non-exhaustive, Overlapping Clustering (pdf, software)
J. Whang, Y. Hou, D. Gleich, I. Dhillon.
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) 41(11), pp. 2644–2659, August 2018. - Fast Asynchronous Anti-TrustRank forWeb Spam Detection
J. Whang, Y. Jung, I. Dhillon, S. Kang, J. Lee.
WSDM workshop on Misinformation and Misbehavior Mining on the Web (MIS2), 2018.
2017
2016
- Fast Multiplier Methods to Optimize Non-exhaustive, Overlapping Clustering (pdf)
Y. Hou, J. Whang, D. Gleich, I. Dhillon.
In SIAM International Conference on Data Mining (SDM), pp. 297–305, May 2016. (Oral) - Overlapping Community Detection Using Neighborhood-Inflated Seed Expansion (pdf)
J. Whang, D. Gleich, I. Dhillon.
IEEE Transactions on Knowledge and Data Engineering (TKDE) 28(5), pp. 1272–1284, 2016.
2015
- Non-exhaustive, Overlapping Clustering via Low-Rank Semidefinite Programming (pdf, slides)
Y. Hou, J. Whang, D. Gleich, I. Dhillon.
In ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), pp. 427–436, August 2015. (Oral) - Scalable Data-driven PageRank: Algorithms, System Issues, and Lessons Learned (pdf)
J. Whang, A. Lenharth, I. Dhillon, K. Pingali.
In International European Conference on Parallel and Distributed Computing (Euro-Par), pp. 438–450, August 2015. (Oral) - Non-exhaustive, Overlapping k-means (pdf, software)
J. Whang, I. Dhillon, D. Gleich.
In SIAM International Conference on Data Mining (SDM), pp. 936–944, May 2015.
2013
- Stochastic Blockmodel with Cluster Overlap, Relevance Selection, and Similarity-Based Smoothing (pdf, slides)
J. Whang, P. Rai, I. Dhillon.
In IEEE International Conference on Data Mining (ICDM), pp. 817 – 826, December 2013. (Oral) - Overlapping Community Detection Using Seed Set Expansion (pdf, slides)
J. Whang, D. Gleich, I. Dhillon.
In ACM Conference on Information and Knowledge Management (CIKM), pp. 2099-2108, October 2013. (Oral)
2012
- Scalable and Memory-Efficient Clustering of Large-Scale Social Networks (pdf, slides)
J. Whang, X. Sui, I. Dhillon.
In IEEE International Conference on Data Mining (ICDM), pp. 705-714, December 2012. (Oral) - Parallel Clustered Low-rank Approximation of Graphs and Its Application to Link Prediction (pdf)
X. Sui, T. Lee, J. Whang, B. Savas, S. Jain, K. Pingali, I. Dhillon.
International Workshop on Languages and Compilers for Parallel Computing (LCPC), pp. 76-95, October 2012. (Oral) - Scalable Clustering of Signed Networks using Balance Normalized Cut (pdf, slides)
K. Chiang, J. Whang, I. Dhillon.
In ACM Conference on Information and Knowledge Management (CIKM), pp. 615-624, October 2012. (Oral)