Volkan Cevher

Cited by

	All	Since 2016
Citations	9068	5198
h-index	46	36
i10-index	153	120

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Co-authors

Richard BaraniukVictor E. Cameron Professor, Electrical & Computer Engineering, Rice UniversityVerified email at rice.edu
Jonathan ScarlettAssistant Professor, Computer Science and Mathematics, National University of SingaporeVerified email at comp.nus.edu.sg
Quoc Tran-DinhDepartment of Statistics and Operations Research, UNCVerified email at email.unc.edu
Anastasios KyrillidisAssistant Professor, Computer Science Department, Rice UniversityVerified email at rice.edu
Alp YurtseverPostdoctoral fellow, Laboratory for Information and Decision Systems, MITVerified email at mit.edu
Marco F. DuarteAssociate Professor of Electrical and Computer Engineering, University of Massachusetts AmherstVerified email at ecs.umass.edu
Chinmay HegdeAssistant Professor, New York UniversityVerified email at nyu.edu
Ilija BogunovicPostdoctoral researcher, ETH ZurichVerified email at inf.ethz.ch
Stephen BeckerAssistant Professor at University of ColoradoVerified email at colorado.edu
Afsaneh AsaeiHead of AIVerified email at unternehmertum.de
Luca BaldassarreLead Data Scientist, Swiss ReVerified email at swissre.com
Joel A. TroppSteele Family Professor of Applied & Computational Mathematics, CaltechVerified email at caltech.edu
Yen-Huan LiAssistant Professor of Computer Science, National Taiwan UniversityVerified email at csie.ntu.edu.tw
Hervé BourlardDirector, Idiap Research Institute; Professor at EPFLVerified email at idiap.ch
Aswin C SankaranarayananAssociate Professor, ECE, Carnegie Mellon UniversityVerified email at andrew.cmu.edu
Madeleine UdellAssistant Professor, Operations Research and Information Engineering, CornellVerified email at cornell.edu
Lawrence CarinProfessor of Electrical and Computer Engineering, Duke UniversityVerified email at ece.duke.edu
Olivier FercoqTelecom ParisVerified email at telecom-paristech.fr
Andreas KrauseProfessor of Computer Science, ETH ZurichVerified email at inf.ethz.ch
Ali Cafer GurbuzAssistant Professor, Mississippi State UniversityVerified email at ece.msstate.edu

Volkan Cevher

Associate Professor, Laboratory for Information and Inference Systems, EPFL

Verified email at epfl.ch - Homepage

Machine Learning Optimization Signal Processing Information Theory Statistics


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Model-based compressive sensing RG Baraniuk, V Cevher, MF Duarte, C Hegde IEEE Transactions on information theory 56 (4), 1982-2001, 2010	1813	2010
Compressive sensing for background subtraction V Cevher, A Sankaranarayanan, MF Duarte, D Reddy, RG Baraniuk, ... European Conference on Computer Vision, 155-168, 2008	359	2008
Convex optimization for big data: Scalable, randomized, and parallel algorithms for big data analytics V Cevher, S Becker, M Schmidt IEEE Signal Processing Magazine 31 (5), 32-43, 2014	285	2014
Sparse signal recovery using markov random fields V Cevher, C Hegde, MF Duarte, RG Baraniuk RICE UNIV HOUSTON TX DEPT OF ELECTRICAL AND COMPUTER ENGINEERING, 2009	212	2009
Junction tree algorithm D Kahle, T Savitsky, S Schnelle, V Cevher Stat 631, 2008	195	2008
A compressive beamforming method AC Gurbuz, JH McClellan, V Cevher 2008 IEEE International Conference on Acoustics, Speech and Signal …, 2008	191	2008
Distributed target localization via spatial sparsity V Cevher, MF Duarte, RG Baraniuk 2008 16th European Signal Processing Conference, 1-5, 2008	189	2008
Low-dimensional models for dimensionality reduction and signal recovery: A geometric perspective RG Baraniuk, V Cevher, MB Wakin Proceedings of the IEEE 98 (6), 959-971, 2010	184	2010
Bilinear generalized approximate message passing—Part I: Derivation JT Parker, P Schniter, V Cevher IEEE Transactions on Signal Processing 62 (22), 5839-5853, 2014	147	2014
High-dimensional gaussian process bandits J Djolonga, A Krause, V Cevher Neural Information Processing Systems, 2013	147	2013
Submodular dictionary selection for sparse representation A Krause, V Cevher International Conference on Machine Learning (ICML), 2010	128	2010
Ultrasensitive hyperspectral imaging and biodetection enabled by dielectric metasurfaces HA Filiz Yesilkoy, Eduardo R Arvelo, Yasaman Jahani, Mingkai Liu, Andreas ... Nature Photonics, 2019	120	2019
Learning with compressible priors V Cevher Neural Information Processing Systems (NIPS), 2009	119	2009
Vehicle speed estimation using acoustic wave patterns V Cevher, R Chellappa, JH McClellan IEEE Transactions on signal processing 57 (1), 30-47, 2008	115	2008
WASP: Scalable Bayes via barycenters of subset posteriors S Srivastava, V Cevher, Q Dinh, D Dunson Artificial Intelligence and Statistics, 912-920, 2015	109	2015
Recovery of clustered sparse signals from compressive measurements V Cevher, P Indyk, C Hegde, RG Baraniuk RICE UNIV HOUSTON TX DEPT OF ELECTRICAL AND COMPUTER ENGINEERING, 2009	108	2009
Compressive wireless arrays for bearing estimation V Cevher, AC Gurbuz, JH McClellan, R Chellappa 2008 IEEE International Conference on Acoustics, Speech and Signal …, 2008	104	2008
Compressible distributions for high-dimensional statistics R Gribonval, V Cevher, ME Davies IEEE Transactions on Information Theory 58 (8), 5016-5034, 2012	95	2012
Practical sketching algorithms for low-rank matrix approximation JA Tropp, A Yurtsever, M Udell, V Cevher SIAM Journal on Matrix Analysis and Applications 38 (4), 1454-1485, 2017	90	2017
Fixed points of generalized approximate message passing with arbitrary matrices S Rangan, P Schniter, E Riegler, AK Fletcher, V Cevher IEEE Transactions on Information Theory 62 (12), 7464-7474, 2016	90	2016

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