Petros Drineas

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Michael MahoneyProfessor of Statistics, UC BerkeleyVerified email at stat.berkeley.edu
Peristera PaschouProfessor, Department of Biological Sciences, Purdue UniversityVerified email at purdue.edu
Christos BoutsidisGoldman SachsVerified email at gs.com
Yiorgos MakrisThe University of Texas at DallasVerified email at utdallas.edu
David WoodruffProfessor of Computer Science, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Anastasios ZouziasDepartment of Computer Science, University of TorontoVerified email at cs.toronto.edu
Saurabh PaulWalmart IncVerified email at walmart.com
Santosh S. VempalaGeorgia TechVerified email at gatech.edu
Alan FriezeCarnegie Mellon UniversityVerified email at random.math.cmu.edu
S MuthukrishnanRutgers UnivVerified email at cs.rutgers.edu
Fotis TsetsosUniversity of the AegeanVerified email at aegean.gr
Eugenia-Maria KontopoulouMathWorksVerified email at mathworks.com
Vinay VAti Motors Pvt LtdVerified email at atimotors.com
Sobeeh AlmukhaizimAssociate Professor of Computer Engineering, Kuwait UniversityVerified email at ku.edu.kw
Anirban DasguptaProfessor, IIT GandhinagarVerified email at iitgn.ac.in
Haralampos-G. StratigopoulosSorbonne Université, CNRS, LIP6Verified email at lip6.fr
Elad ZivProfessor of Medicine,University of California, San FranciscoVerified email at ucsf.edu
Aritra BoseComputational Genomics, IBM ResearchVerified email at ibm.com
Abhisek KunduResearch Scientist, Intel Parallel Computing Labs, IndiaVerified email at intel.com
Ilse C. F. IpsenProfessor of Mathematics, North Carolina State UniversityVerified email at ncsu.edu

Petros Drineas

Professor, Computer Science Department, Purdue University

Verified email at purdue.edu - Homepage

Randomized Algorithms Numerical Linear Algebra


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On the Nyström Method for Approximating a Gram Matrix for Improved Kernel-Based Learning. P Drineas, MW Mahoney, N Cristianini journal of machine learning research 6 (12), 2005	1032	2005
CUR matrix decompositions for improved data analysis MW Mahoney, P Drineas Proceedings of the National Academy of Sciences 106 (3), 697-702, 2009	816	2009
Clustering large graphs via the singular value decomposition P Drineas, A Frieze, R Kannan, S Vempala, V Vinay Machine learning 56 (1), 9-33, 2004	655	2004
Fast Monte Carlo algorithms for matrices II: Computing a low-rank approximation to a matrix P Drineas, R Kannan, MW Mahoney SIAM Journal on computing 36 (1), 158-183, 2006	617	2006
Relative-error CUR matrix decompositions P Drineas, MW Mahoney, S Muthukrishnan SIAM Journal on Matrix Analysis and Applications 30 (2), 844-881, 2008	509	2008
Fast approximation of matrix coherence and statistical leverage P Drineas, M Magdon-Ismail, MW Mahoney, DP Woodruff The Journal of Machine Learning Research 13 (1), 3475-3506, 2012	495	2012
Fast Monte Carlo algorithms for matrices I: Approximating matrix multiplication P Drineas, R Kannan, MW Mahoney SIAM Journal on Computing 36 (1), 132-157, 2006	491	2006
Faster least squares approximation P Drineas, MW Mahoney, S Muthukrishnan, T Sarlós Numerische mathematik 117 (2), 219-249, 2011	488	2011
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	435	2009
Sampling algorithms for l₂ regression and applications P Drineas, MW Mahoney, S Muthukrishnan Proceedings of the seventeenth annual ACM-SIAM symposium on Discrete …, 2006	370	2006
Fast Monte Carlo algorithms for matrices III: Computing a compressed approximate matrix decomposition P Drineas, R Kannan, MW Mahoney SIAM Journal on Computing 36 (1), 184-206, 2006	359	2006
PCA-correlated SNPs for structure identification in worldwide human populations P Paschou, E Ziv, EG Burchard, S Choudhry, W Rodriguez-Cintron, ... PLoS genetics 3 (9), e160, 2007	335	2007
Near-optimal column-based matrix reconstruction C Boutsidis, P Drineas, M Magdon-Ismail SIAM Journal on Computing 43 (2), 687-717, 2014	284	2014
Clustering in Large Graphs and Matrices. P Drineas, AM Frieze, R Kannan, SS Vempala, V Vinay SODA 99, 291-299, 1999	256	1999
Feature selection methods for text classification A Dasgupta, P Drineas, B Harb, V Josifovski, MW Mahoney Proceedings of the 13th ACM SIGKDD international conference on Knowledge …, 2007	249	2007
Randomized Dimensionality Reduction for-Means Clustering C Boutsidis, A Zouzias, MW Mahoney, P Drineas IEEE Transactions on Information Theory 61 (2), 1045-1062, 2014	243	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	231	2011
RandNLA: randomized numerical linear algebra P Drineas, MW Mahoney Communications of the ACM 59 (6), 80-90, 2016	217	2016
Energy minimization via graph cuts: Settling what is possible D Freedman, P Drineas 2005 IEEE Computer Society Conference on Computer Vision and Pattern …, 2005	207	2005
Random Projections for -means Clustering C Boutsidis, A Zouzias, P Drineas Advances in neural information processing systems 23, 2010	193	2010

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