Christos Boutsidis

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Petros DrineasProfessor, Computer Science Department, Purdue UniversityVerified email at purdue.edu
Michael MahoneyProfessor of Statistics, UC BerkeleyVerified email at stat.berkeley.edu
Anastasios ZouziasHuawei ResearchVerified email at cs.toronto.edu
David WoodruffProfessor of Computer Science, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Efstratios GallopoulosComputer Engineering and Informatics Department (CEID), University of Patras, GreeceVerified email at ceid.upatras.gr
Haim AvronAssociate Professor, Tel Aviv UniversityVerified email at tauex.tau.ac.il
Prabhanjan KambadurBloomberg LPVerified email at bloomberg.net
Edo Libertypinecone.ioVerified email at edoliberty.com
Saurabh PaulWalmart IncVerified email at walmart.com
Anastasios KyrillidisAssociate Professor, Computer Science Department, Ken Kennedy Institute Fellow, Rice UniversityVerified email at rice.edu
Dimitris PapailiopoulosResearcher at Microsoft Research & Assoc. Professor at University of WisconsinVerified email at papail.io
Dan GarberAssociate Professor at Technion - Israel Institute of TechnologyVerified email at technion.ac.il
Zohar KarninamazonVerified email at amazon.com
Eugenia-Maria KontopoulouMathWorksVerified email at mathworks.com
Jimeng SunProfessor at University of Illinois Urbana-ChampaignVerified email at illinois.edu
Michalis VlachosProfessor, HEC Lausanne, University of LausanneVerified email at unil.ch
Deanna NeedellProfessor of Mathematics, UCLAVerified email at cmc.edu
Dmitry MalioutovResearch Staff Member, T.J. Watson IBM Research centerVerified email at us.ibm.com

Christos Boutsidis

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Verified email at gs.com - Homepage

Linear Algebra Graphs Algorithms Distributed Algorithms Data Science


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
SVD based initialization: A head start for nonnegative matrix factorization C Boutsidis, E Gallopoulos Pattern recognition 41 (4), 1350-1362, 2008	887	2008
An improved approximation algorithm for the column subset selection problem C Boutsidis, MW Mahoney, P Drineas Proceedings of the twentieth Annual ACM-SIAM Symposium on Discrete …, 2009	490	2009
Near-optimal column-based matrix reconstruction C Boutsidis, P Drineas, M Magdon-Ismail Arxiv preprint arXiv:1103.0995, 2011	319	2011
Randomized Dimensionality Reduction for-Means Clustering C Boutsidis, A Zouzias, MW Mahoney, P Drineas IEEE Transactions on Information Theory 61 (2), 1045-1062, 2014	284	2014
Atomic-level characterization of the ensemble of the Aβ (1–42) monomer in water using unbiased molecular dynamics simulations and spectral algorithms NG Sgourakis, M Merced-Serrano, C Boutsidis, P Drineas, Z Du, C Wang, ... Journal of Molecular Biology 405 (2), 570-583, 2011	245	2011
Optimal CUR matrix decompositions C Boutsidis, DP Woodruff Proceedings of the forty-sixth annual ACM symposium on Theory of computing …, 2014	213	2014
Unsupervised feature selection for the k-means clustering problem C Boutsidis, MW Mahoney, P Drineas Advances in Neural Information Processing Systems (NIPS), 2009	211	2009
Random Projections for -means Clustering C Boutsidis, A Zouzias, P Drineas Arxiv preprint arXiv:1011.4632, 2010	210	2010
Unsupervised feature selection for principal components analysis C Boutsidis, MW Mahoney, P Drineas Proceeding of the 14th ACM SIGKDD international conference on Knowledge …, 2008	172	2008
Optimal principal component analysis in distributed and streaming models C Boutsidis, DP Woodruff, P Zhong Proceedings of the forty-eighth annual ACM symposium on Theory of Computing …, 2016	165	2016
Improved matrix algorithms via the subsampled randomized Hadamard transform C Boutsidis, A Gittens SIAM Journal on Matrix Analysis and Applications 34 (3), 1301-1340, 2013	160	2013
Faster subset selection for matrices and applications H Avron, C Boutsidis SIAM Journal on Matrix Analysis and Applications 34 (4), 1464-1499, 2013	120	2013
Random projections for linear support vector machines S Paul, C Boutsidis, M Magdon-Ismail, P Drineas ACM Transactions on Knowledge Discovery from Data (TKDD) 8 (4), 1-25, 2014	113	2014
Provable deterministic leverage score sampling D Papailiopoulos, A Kyrillidis, C Boutsidis Proceedings of the 20th ACM SIGKDD international conference on Knowledge …, 2014	101	2014
Spectral clustering via the power method-provably C Boutsidis, P Kambadur, A Gittens International conference on machine learning, 40-48, 2015	98*	2015
Random projections for the nonnegative least-squares problem C Boutsidis, P Drineas Linear Algebra and its Applications 431 (5-7), 760-771, 2009	93	2009
Near-optimal coresets for least-squares regression C Boutsidis, P Drineas, M Magdon-Ismail IEEE transactions on information theory 59 (10), 6880-6892, 2013	92	2013
Online principal components analysis C Boutsidis, D Garber, Z Karnin, E Liberty Proceedings of the twenty-sixth annual ACM-SIAM symposium on Discrete …, 2014	85	2014
Deterministic Feature Selection for -means Clustering C Boutsidis, M Magdon-Ismail Arxiv preprint arXiv:1109.5664, 2011	83	2011
A randomized algorithm for approximating the log determinant of a symmetric positive definite matrix C Boutsidis, P Drineas, P Kambadur, EM Kontopoulou, A Zouzias Linear Algebra and its Applications 533, 95-117, 2017	82	2017

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