Constantine Caramanis

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	All	Since 2018
Citations	12182	7097
h-index	43	35
i10-index	101	80

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Shie MannorProfessor of Electrical Engineering @ Technion & Researcher @ Nvidia ResearchVerified 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
Jeffrey AndrewsTruchard Family Chair and Director of 6G@UT, University of Texas at AustinVerified email at ece.utexas.edu
Dimitris BertsimasBoeing Professor of Operations Research, MITVerified email at mit.edu
Robert HeathLampe Distinguished Professor, North Carolina State UniversityVerified email at ncsu.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 austin.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
Chao ChenDiscord Inc.Verified email at discordapp.com

Constantine Caramanis

Professor of Electrical and Computer Engineering, UT Austin

Verified email at utexas.edu - Homepage

Optimization Statistics Machine Learning Networks Algorithms


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Theory and applications of robust optimization D Bertsimas, DB Brown, C Caramanis SIAM review 53 (3), 464-501, 2011	2941	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	1413	2013
Robust PCA via outlier pursuit H Xu, C Caramanis, S Sanghavi Advances in neural information processing systems 23, 2010	855	2010
Robustness and Regularization of Support Vector Machines. H Xu, C Caramanis, S Mannor Journal of machine learning research 10 (7), 2009	554	2009
Robust regression and Lasso H Xu, C Caramanis, S Mannor Information Theory, IEEE Transactions on 56 (7), 3561-3574, 2010	350	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	284	2016
Finite adaptability in multistage linear optimization D Bertsimas, C Caramanis IEEE Transactions on Automatic Control 55 (12), 2751-2766, 2010	249	2010
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	240	2011
Outlier-Robust PCA: The High-Dimensional Case H Xu, C Caramanis, S Mannor IEEE Transactions on Information Theory, 1-1, 2012	216*	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	214	2013
Memory limited, streaming PCA I Mitliagkas, C Caramanis, P Jain Advances in neural information processing systems 26, 2013	185	2013
Robust sparse regression under adversarial corruption Y Chen, C Caramanis, S Mannor International conference on machine learning, 774-782, 2013	179*	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	172	2017
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	166*	2015
Rate bounds on SSIM index of quantized images SS Channappayya, AC Bovik, RW Heath IEEE Transactions on Image Processing 17 (9), 1624-1639, 2008	164	2008
Alternating minimization for mixed linear regression X Yi, C Caramanis, S Sanghavi International Conference on Machine Learning, 613-621, 2014	147	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	134	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	130	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	126	2014
Greedy subspace clustering D Park, C Caramanis, S Sanghavi Advances in neural information processing systems 27, 2014	123	2014

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