Constantine Caramanis

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Shie MannorProfessor of Electrical Engineering @ Technion & Researcher @ NvidiaVerified email at technion.ac.il
Huan XuAlibaba IncVerified email at alibaba-inc.com
Sujay SanghaviAssociate Professor, Electrical and Computer Engineering, University of Texas, AustinVerified email at mail.utexas.edu
Dimitris BertsimasBoeing Professor of Operations Research, MITVerified email at mit.edu
Robert HeathCharles Lee Powell Chair in Wireless Communication, University of California, San DiegoVerified email at ucsd.edu
Jeffrey AndrewsTruchard Family Chair and Director of 6G@UT, University of Texas at AustinVerified email at ece.utexas.edu
Qiaoyang YeVerified email at utexas.edu
Alan BovikCockrell Family Regents Endowed Chair Professor, The University of Texas at AustinVerified email at ece.utexas.edu
Alexandros G DimakisProfessor, ECE University of Texas at AustinVerified email at austin.utexas.edu
Amin KhalekAppleVerified email at apple.com
Ioannis (Yannis) MitliagkasAssociate Professor at Mila, University of MontréalVerified email at iro.umontreal.ca
Michael OrshanskyUniversity of Texas at AustinVerified email at utexas.edu
Beiyu RongVerified email at ieee.org
David B. BrownThe Fuqua School of Business, Duke UniversityVerified email at duke.edu
Aditya GopalanIndian Institute of Science, BangaloreVerified email at iisc.ac.in
Prateek JainGoogle Research IndiaVerified email at google.com
Gustavo de VecianaProfessor of Electrical and Computer Engineering, U.T. AustinVerified email at ece.utexas.edu
Sumohana S. ChannappayyaIIT HyderabadVerified email at iith.ac.in
Harish GanapathyThe University of Texas at AustinVerified email at utexas.edu
Robert (Bob) DanielsCTO, Cobalt Solutions, Inc.Verified email at cobaltsolutions.net

Constantine Caramanis

Professor of Electrical and Computer Engineering, UT Austin

Verified email at utexas.edu - Homepage

Optimization Statistics Machine Learning Networks Algorithms


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Theory and applications of robust optimization D Bertsimas, DB Brown, C Caramanis SIAM review 53 (3), 464-501, 2011	3213	2011
User association for load balancing in heterogeneous cellular networks Q Ye, B Rong, Y Chen, M Al-Shalash, C Caramanis, JG Andrews IEEE Transactions on Wireless Communications 12 (6), 2706-2716, 2013	1496	2013
Robust PCA via outlier pursuit H Xu, C Caramanis, S Sanghavi Advances in neural information processing systems 23, 2010	907	2010
Robustness and Regularization of Support Vector Machines. H Xu, C Caramanis, S Mannor Journal of machine learning research 10 (7), 2009	613	2009
Robust regression and Lasso H Xu, C Caramanis, S Mannor Information Theory, IEEE Transactions on 56 (7), 3561-3574, 2010	394	2010
Fast algorithms for robust PCA via gradient descent X Yi, D Park, Y Chen, C Caramanis Advances in neural information processing systems 29, 2016	318	2016
Sparse algorithms are not stable: A no-free-lunch theorem H Xu, C Caramanis, S Mannor IEEE transactions on pattern analysis and machine intelligence 34 (1), 187-193, 2011	272	2011
Finite adaptability in multistage linear optimization D Bertsimas, C Caramanis IEEE Transactions on Automatic Control 55 (12), 2751-2766, 2010	259	2010
Outlier-Robust PCA: The High-Dimensional Case H Xu, C Caramanis, S Mannor IEEE Transactions on Information Theory, 1-1, 2012	233*	2012
Low-rank matrix recovery from errors and erasures Y Chen, A Jalali, S Sanghavi, C Caramanis IEEE Transactions on Information Theory 59 (7), 4324-4337, 2013	230	2013
Memory limited, streaming PCA I Mitliagkas, C Caramanis, P Jain Advances in neural information processing systems 26, 2013	199	2013
Non-square matrix sensing without spurious local minima via the Burer-Monteiro approach D Park, A Kyrillidis, C Carmanis, S Sanghavi Artificial Intelligence and Statistics, 65-74, 2017	198	2017
Robust sparse regression under adversarial corruption Y Chen, C Caramanis, S Mannor International conference on machine learning, 774-782, 2013	195*	2013
Rate bounds on SSIM index of quantized images SS Channappayya, AC Bovik, RW Heath IEEE Transactions on Image Processing 17 (9), 1624-1639, 2008	177	2008
Matrix completion with column manipulation: Near-optimal sample-robustness-rank tradeoffs Y Chen, H Xu, C Caramanis, S Sanghavi IEEE Transactions on Information Theory 62 (1), 503-526, 2015	176*	2015
Alternating minimization for mixed linear regression X Yi, C Caramanis, S Sanghavi International Conference on Machine Learning, 613-621, 2014	166	2014
Modeling the time—Varying subjective quality of HTTP video streams with rate adaptations C Chen, LK Choi, G De Veciana, C Caramanis, RW Heath, AC Bovik IEEE Transactions on Image Processing 23 (5), 2206-2221, 2014	142	2014
Adaptation in convolutionally coded MIMO-OFDM wireless systems through supervised learning and SNR ordering RC Daniels, CM Caramanis, RW Heath IEEE Transactions on vehicular Technology 59 (1), 114-126, 2009	140	2009
Distributed resource allocation in device-to-device enhanced cellular networks Q Ye, M Al-Shalash, C Caramanis, JG Andrews IEEE Transactions on Communications 63 (2), 441-454, 2014	136	2014
Equitable and efficient coordination in traffic flow management C Barnhart, D Bertsimas, C Caramanis, D Fearing Transportation Science 46 (2), 262-280, 2012	129	2012

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