Inderjit S. Dhillon - Publications

Affiliations: 
University of Texas at Austin, Austin, Texas, U.S.A. 
Area:
Mathematics

82 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2018 Whang JJ, Hou Y, Gleich D, Dhillon IS. Non-exhaustive, Overlapping Clustering. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 30080141 DOI: 10.1109/Tpami.2018.2863278  0.487
2017 Huang X, Huang Q, Yen IEH, Ravikumar P, Zhang R, Dhillon IS. Greedy Direction Method of Multiplier for MAP Inference of Large Output Domain. Jmlr Workshop and Conference Proceedings. 54: 1550-1559. PMID 28871273  0.311
2017 Zhang J, Yen IEH, Ravikumar P, Dhillon IS. Scalable Convex Multiple Sequence Alignment via Entropy-Regularized Dual Decomposition. Jmlr Workshop and Conference Proceedings. 54: 1514-1522. PMID 28871272  0.354
2017 Jain P, Tewari A, Dhillon IS. Partial Hard Thresholding Ieee Transactions On Information Theory. 63: 3029-3038. DOI: 10.1109/Tit.2017.2686880  0.703
2016 Savas B, Dhillon IS. Clustered Matrix Approximation Siam Journal On Matrix Analysis and Applications. 37: 1531-1555. DOI: 10.1137/15M1042206  0.475
2016 Vandaele A, Gillis N, Lei Q, Zhong K, Dhillon I. Efficient and non-convex coordinate descent for symmetric nonnegative matrix factorization Ieee Transactions On Signal Processing. 64: 5571-5584. DOI: 10.1109/Tsp.2016.2591510  0.476
2016 Whang JJ, Gleich DF, Dhillon IS. Overlapping Community Detection Using Neighborhood-Inflated Seed Expansion Ieee Transactions On Knowledge and Data Engineering. 28: 1272-1284. DOI: 10.1109/Tkde.2016.2518687  0.381
2016 Yu HF, Hsieh CJ, Yun H, Vishwanathan SVN, Dhillon I. Nomadic Computing for Big Data Analytics Computer. 49: 52-60. DOI: 10.1109/Mc.2016.116  0.318
2015 Hou Y, Whang JJ, Gleich DF, Dhillon IS. Non-exhaustive, overlapping clustering via low-rank semidefinite programming Proceedings of the Acm Sigkdd International Conference On Knowledge Discovery and Data Mining. 2015: 427-436. DOI: 10.1145/2783258.2783398  0.363
2015 Yu HF, Hsieh CJ, Yun H, Vishwanathan SVN, Dhillon IS. A scalable asynchronous distributed algorithm for topic modeling Www 2015 - Proceedings of the 24th International Conference On World Wide Web. 1340-1350. DOI: 10.1145/2736277.2741682  0.336
2015 Whang JJ, Lenharth A, Dhillon IS, Pingali K. Scalable data-driven PageRank: Algorithms, system issues, and lessons learned Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 9233: 438-450. DOI: 10.1007/978-3-662-48096-0_34  0.4
2015 Yen IEH, Lin X, Zhong K, Ravikumar P, Dhillon IS. A convex exemplar-based approach to MAD-Bayes dirichlet process mixture models 32nd International Conference On Machine Learning, Icml 2015. 3: 2408-2416.  0.402
2015 Yen IEH, Zhong K, Hsieh CJ, Ravikumar P, Dhillon IS. Sparse linear programming via primal and dual augmented coordinate descent Advances in Neural Information Processing Systems. 2015: 2368-2376.  0.369
2015 Hsieh CJ, Yu HF, Dhillon IS. PASSCoDe: Parallel asynchronous stochastic dual Co-ordinate descent 32nd International Conference On Machine Learning, Icml 2015. 3: 2360-2369.  0.36
2015 Whang JJ, Dhillon IS, Gleich DF. Non-exhaustive, overlapping κ-means Siam International Conference On Data Mining 2015, Sdm 2015. 936-944.  0.458
2014 Yu HF, Hsieh CJ, Si S, Dhillon IS. Parallel matrix factorization for recommender systems Knowledge and Information Systems. 41: 793-819. DOI: 10.1007/S10115-013-0682-2  0.443
2014 Zhong K, Yen IEH, Dhillon IS, Ravikumar P. Proximal quasi-Newton for computationally intensive ℓ1-regularized M-estimators Advances in Neural Information Processing Systems. 3: 2375-2383.  0.365
2014 Koyejo O, Natarajan N, Ravikumar P, Dhillon IS. Consistent binary classification with generalized performance metrics Advances in Neural Information Processing Systems. 3: 2744-2752.  0.351
2014 Si S, Shin D, Dhillon IS, Parlett BN. Multi-scale spectral decomposition of massive graphs Advances in Neural Information Processing Systems. 4: 2798-2806.  0.655
2014 Yen IEH, Lin TW, Lin SD, Ravikumar P, Dhillon IS. Sparse random features algorithm as Coordinate Descent in Hilbert Space Advances in Neural Information Processing Systems. 3: 2456-2464.  0.357
2013 Natarajan N, Shin D, Dhillon IS. Which app will you use next? Collaborative filtering with interactional context Recsys 2013 - Proceedings of the 7th Acm Conference On Recommender Systems. 201-208. DOI: 10.1145/2507157.2507186  0.313
2013 Whang JJ, Rai P, Dhillon IS. Stochastic blockmodel with cluster overlap, relevance selection, and similarity-based smoothing Proceedings - Ieee International Conference On Data Mining, Icdm. 817-826. DOI: 10.1109/ICDM.2013.156  0.303
2013 Kim D, Sra S, Dhillon IS. A non-monotonic method for large-scale non-negative least squares Optimization Methods and Software. 28: 1012-1039. DOI: 10.1080/10556788.2012.656368  0.741
2013 Wang H, Banerjee A, Hsieh CJ, Ravikumar P, Dhillon IS. Large scale distributed sparse precision estimation Advances in Neural Information Processing Systems 0.335
2012 Chiang KY, Whang JJ, Dhillon IS. Scalable clustering of signed networks using balance normalized cut Acm International Conference Proceeding Series. 615-624. DOI: 10.1145/2396761.2396841  0.38
2012 Sustik MA, Dhillon IS. On a zero-finding problem involving the matrix exponential Siam Journal On Matrix Analysis and Applications. 33: 1237-1249. DOI: 10.1137/11082498X  0.467
2012 Whang JJ, Sui X, Dhillon IS. Scalable and memory-efficient clustering of large-scale social networks Proceedings - Ieee International Conference On Data Mining, Icdm. 705-714. DOI: 10.1109/ICDM.2012.148  0.385
2012 Hsieh CJ, Dhillon IS, Ravikumar P, Banerjee A. A divide-and-conquer procedure for sparse inverse covariance estimation Advances in Neural Information Processing Systems. 3: 2330-2338.  0.381
2011 Vasuki V, Natarajan N, Lu Z, Savas B, Dhillon I. Scalable Affiliation Recommendation using Auxiliary Networks Acm Transactions On Intelligent Systems and Technology. 3: 3. DOI: 10.1145/2036264.2036267  0.335
2011 Hsieh CJ, Dhillon IS. Fast coordinate descent methods with variable selection for non-negative matrix factorization Proceedings of the Acm Sigkdd International Conference On Knowledge Discovery and Data Mining. 1064-1072. DOI: 10.1145/2020408.2020577  0.349
2011 Tewari A, Ravikumar P, Dhillon IS. Greedy algorithms for structurally constrained high dimensional problems Advances in Neural Information Processing Systems 24: 25th Annual Conference On Neural Information Processing Systems 2011, Nips 2011 0.364
2011 Hsieh CJ, Sustik MA, Dhillon IS, Ravikumar P. Sparse inverse covariance matrix estimation using quadratic approximation Advances in Neural Information Processing Systems 24: 25th Annual Conference On Neural Information Processing Systems 2011, Nips 2011 0.419
2011 Jain P, Tewari A, Dhillon IS. Orthogonal matching pursuit with replacement Advances in Neural Information Processing Systems 24: 25th Annual Conference On Neural Information Processing Systems 2011, Nips 2011 0.484
2011 Dhillon IS, Ravikumar P, Tewari A. Nearest neighbor based greedy coordinate descent Advances in Neural Information Processing Systems 24: 25th Annual Conference On Neural Information Processing Systems 2011, Nips 2011 0.391
2011 Savas B, Dhillon IS. Clustered low rank approximation of graphs in information science applications Proceedings of the 11th Siam International Conference On Data Mining, Sdm 2011. 164-175.  0.441
2010 Kim D, Sra S, Dhillon IS. Tackling box-constrained optimization via a new projected quasi-newton approach Siam Journal On Scientific Computing. 32: 3548-3563. DOI: 10.1137/08073812X  0.721
2009 Tang W, Lu Z, Dhillon IS. Clustering with multiple graphs Proceedings - Ieee International Conference On Data Mining, Icdm. 1016-1021. DOI: 10.1109/ICDM.2009.125  0.307
2009 Kulis B, Basu S, Dhillon I, Mooney R. Semi-supervised graph clustering: a kernel approach Machine Learning. 74: 1-22. DOI: 10.1007/S10994-008-5084-4  0.777
2009 Kulis B, Sustik MA, Dhillon IS. Low-rank kernel learning with bregman matrix divergences Journal of Machine Learning Research. 10: 341-376.  0.337
2009 Meka R, Jain P, Dhillon IS. Matrix completion from power-law distributed samples Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference. 1258-1266.  0.344
2008 Cho H, Dhillon IS. Coclustering of human cancer microarrays using Minimum Sum-Squared Residue coclustering. Ieee/Acm Transactions On Computational Biology and Bioinformatics / Ieee, Acm. 5: 385-400. PMID 18670042 DOI: 10.1109/Tcbb.2007.70268  0.629
2008 Davis JV, Dhillon IS. Structured metric learning for high dimensional problems Proceedings of the Acm Sigkdd International Conference On Knowledge Discovery and Data Mining. 195-203. DOI: 10.1145/1401890.1401918  0.356
2008 Brickell J, Dhillon IS, Suvrit SRA, Tropp JA. The metric nearness problem Siam Journal On Matrix Analysis and Applications. 30: 375-396. DOI: 10.1137/060653391  0.745
2008 Dhillon IS, Heath RW, Strohmer T, Tropp JA. Constructing packings in Grassmannian manifolds via alternating projection Experimental Mathematics. 17: 9-35. DOI: 10.1080/10586458.2008.10129018  0.651
2008 Jain P, Meka R, Dhillon IS. Simultaneous unsupervised learning of disparate clusterings Society For Industrial and Applied Mathematics - 8th Siam International Conference On Data Mining 2008, Proceedings in Applied Mathematics 130. 2: 858-869. DOI: 10.1002/Sam.V1:3  0.605
2008 Kim D, Sra S, Dhillon IS. Fast projection-based methods for the least squares nonnegative matrix approximation problem Statistical Analysis and Data Mining. 1: 38-51. DOI: 10.1002/Sam.V1:1  0.742
2008 Meka R, Jain P, Caramanis C, Dhillon IS. Rank minimization via online learning Proceedings of the 25th International Conference On Machine Learning. 656-663.  0.322
2007 Dhillon IS, Guan Y, Kulis B. Weighted graph cuts without eigenvectors a multilevel approach. Ieee Transactions On Pattern Analysis and Machine Intelligence. 29: 1944-57. PMID 17848776 DOI: 10.1109/Tpami.2007.1115  0.77
2007 Davis JV, Kulis B, Jain P, Sra S, Dhillon IS. Information-theoretic metric learning Acm International Conference Proceeding Series. 227: 209-216. DOI: 10.1145/1273496.1273523  0.694
2007 Dhillon IS, Tropp JA. Matrix nearness problems with bregman divergences Siam Journal On Matrix Analysis and Applications. 29: 1120-1146. DOI: 10.1137/060649021  0.712
2007 Sustik MA, Tropp JA, Dhillon IS, Heath RW. On the existence of equiangular tight frames Linear Algebra and Its Applications. 426: 619-635. DOI: 10.1016/J.Laa.2007.05.043  0.616
2007 Kim D, Sra S, Dhillon IS. Fast newton-type methods for the least squares nonnegative matrix approximation problem Proceedings of the 7th Siam International Conference On Data Mining. 343-354.  0.708
2007 Brickell J, Dhillon IS, Modha DS. Adaptive website design using caching algorithms Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 4811: 1-20.  0.31
2006 Dhillon IS, Parlett BN, Vömel C. The design and implementation of the MRRR algorithm Acm Transactions On Mathematical Software. 32: 533-560. DOI: 10.1145/1186785.1186788  0.689
2006 Dhillon IS, Heath RW, Sustik MA, Tropp JA. Generalized finite algorithms for constructing Hermitian matrices with prescribed diagonal and spectrum Siam Journal On Matrix Analysis and Applications. 27: 61-71. DOI: 10.1137/S0895479803438183  0.733
2006 Dhillon IS, Parlett BN, Vömel C. Glued matrices and the mrrr algorithm Siam Journal On Scientific Computing. 27: 496-510. DOI: 10.1137/040620746  0.706
2005 Bientinesi P, Dhillon IS, Van Geijn RADE. A parallel eigensolver for dense symmetric matrices based on multiple relatively robust representations Siam Journal On Scientific Computing. 27: 43-66. DOI: 10.1137/030601107  0.511
2005 Tropp JA, Dhillon IS, Heath RW, Strohmer T. Designing structured tight frames via an alternating projection method Ieee Transactions On Information Theory. 51: 188-209. DOI: 10.1109/Tit.2004.839492  0.71
2005 Banerjee A, Merugu S, Dhillon IS, Ghosh J. Clustering with Bregman divergences Journal of Machine Learning Research. 6.  0.442
2005 Dhillon IS, Sra S. Generalized nonnegative matrix approximations with Bregman divergences Advances in Neural Information Processing Systems. 283-290.  0.619
2005 Dhillon IS, Sra S, Tropp JA. Triangle fixing algorithms for the metric nearness problem Advances in Neural Information Processing Systems 0.779
2005 Banerjee A, Dhillon IS, Ghosh J, Sra S. Clustering on the unit hypersphere using von Mises-Fisher distributions Journal of Machine Learning Research. 6.  0.667
2004 Dhillon IS, Parlett BN. Orthogonal eigenvectors and relative gaps Siam Journal On Matrix Analysis and Applications. 25: 858-899. DOI: 10.1137/S0895479800370111  0.696
2004 Tropp JA, Dhillon IS, Heath RW. Finite-step algorithms for constructing optimal CDMA signature sequences Ieee Transactions On Information Theory. 50: 2916-2921. DOI: 10.1109/Tit.2004.836698  0.726
2004 Dhillon IS, Parlett BN. Multiple representations to compute orthogonal eigenvectors of symmetric tridiagonal matrices Linear Algebra and Its Applications. 387: 1-28. DOI: 10.1016/J.Laa.2003.12.028  0.689
2004 Dhillon IS, Guan Y, Kulis B. Kernel k-means, spectral clustering and normalized cuts Kdd-2004 - Proceedings of the Tenth Acm Sigkdd International Conference On Knowledge Discovery and Data Mining. 551-556.  0.368
2004 Heath RW, Tropp JA, Dhillon IS, Strohmer T. Construction of equiangular signatures for synchronous CDMA systems Ieee International Symposium On Spread Spectrum Techniques and Applications. 708-712.  0.675
2004 Cho H, Dhillon IS, Guan Y, Sra S. Minimum sum-squared residue co-clustering of gene expression data Siam Proceedings Series. 114-125.  0.701
2004 Tropp JA, Dhillon IS, Heath RW. Optimal CDMA signatures: A finite-step approach Ieee International Symposium On Spread Spectrum Techniques and Applications. 335-339.  0.694
2003 Dhillon IS, Marcotte EM, Roshan U. Diametrical clustering for identifying anti-correlated gene clusters. Bioinformatics (Oxford, England). 19: 1612-9. PMID 12967956 DOI: 10.1093/Bioinformatics/Btg209  0.355
2003 Dhillon IS, Mallela S, Modha DS. Information-theoretic co-clustering Proceedings of the Acm Sigkdd International Conference On Knowledge Discovery and Data Mining. 89-98. DOI: 10.1145/956750.956764  0.346
2003 Dhillon IS, Malyshev AN. Inner deflation for symmetric tridiagonal matrices Linear Algebra and Its Applications. 358: 139-144. DOI: 10.1016/S0024-3795(01)00479-7  0.397
2003 Dhillon IS, Mallela S, Kumar R. A divisive information-theoretic feature clustering algorithm for text classification Journal of Machine Learning Research. 3: 1265-1287.  0.346
2003 Tropp JA, Dhillon IS, Heath RW, Strohmer T. CDMA signature sequences with low peak-to-average-power ratio via alternating projection Conference Record of the Asilomar Conference On Signals, Systems and Computers. 1: 475-479.  0.678
2002 Dhillon IS, Modha DS. A data-clustering algorithm on distributed memory multiprocessors Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 1759: 245-260.  0.409
2001 Dhillon IS, Modha DS. Concept decompositions for large sparse text data using clustering Machine Learning. 42: 143-175. DOI: 10.1023/A:1007612920971  0.499
2001 Dhillon IS. Co-clustering documents and words using bipartite spectral graph partitioning Proceedings of the Seventh Acm Sigkdd International Conference On Knowledge Discovery and Data Mining. 269-274.  0.45
2000 Parlett BN, Dhillon IS. Relatively robust representations of symmetric tridiagonals Linear Algebra and Its Applications. 309: 121-151. DOI: 10.1016/S0024-3795(99)00262-1  0.667
1998 Dhillon IS. Reliable computation of the condition number of a tridiagonal matrix in O(n) time Siam Journal On Matrix Analysis and Applications. 19: 776-796. DOI: 10.1137/S0895479897314747  0.493
1998 Dhillon IS. Current inverse iteration software can fail Bit Numerical Mathematics. 38: 685-704. DOI: 10.1007/Bf02510409  0.374
1997 Blackford LS, Cleary A, Petitet A, Whaley RC, Demmel J, Dhillon I, Ren H, Stanley K, Dongarra J, Hammarling S. Practical experience in the numerical dangers of heterogeneous computing Acm Transactions On Mathematical Software (Toms). 23: 133-147. DOI: 10.1145/264029.264030  0.305
1997 Parlett BN, Dhillon IS. Fernando's solution to Wilkinson's problem: An application of double factorization Linear Algebra and Its Applications. 267: 247-279. DOI: 10.1016/S0024-3795(97)80053-5  0.641
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