Edit Profile (opens in new tab) Ravikumar, Pradeep Co-Author Distance Author ID: ravikumar.pradeep Published as: Ravikumar, Pradeep External Links: MGP Documents Indexed: 15 Publications since 2009 Co-Authors: 35 Co-Authors with 15 Joint Publications 869 Co-Co-Authors all top 5 Co-Authors 0 single-authored 5 Wainwright, Martin J. 3 Yu, Bin 2 Agarwal, Alekh 2 Dhillon, Inderjit S. 2 Lafferty, John D. 1 Allen, Genevera I. 1 Aragam, Bryon 1 Bajaj, Chandrajit L. 1 Balakrishnan, Sivaraman 1 Bartlett, Peter L. 1 Beygelzimer, Alina 1 Chen, Chong 1 Dan, Chen 1 Domaniç, Nevzat Onur 1 Gallant, Jack L. 1 Hsieh, Cho-Jui 1 Jalali, Ali Akbar 1 Kay, Kendrick N. 1 Langford, John 1 Liu, Han 1 Liu, Zhandong 1 Naselaris, Thomas 1 Natarajan, Nagarajan 1 Negahban, Sahand N. 1 Öktem, Ozan 1 Prasad, Adarsh 1 Raskutti, Garvesh 1 Sanghavi, Sujay 1 Suggala, Arun Sai 1 Sustik, Mátyás A. 1 Tewari, Ambuj 1 Vu, Vincent Q. 1 Wasserman, Larry Alan 1 Xing, Eric P. 1 Yang, Eunho all top 5 Serials 4 Journal of Machine Learning Research (JMLR) 2 IEEE Transactions on Information Theory 2 The Annals of Statistics 2 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Inverse Problems 1 Statistical Science 1 Electronic Journal of Statistics 1 The Annals of Applied Statistics all top 5 Fields 13 Statistics (62-XX) 4 Computer science (68-XX) 3 Operations research, mathematical programming (90-XX) 1 Combinatorics (05-XX) 1 Partial differential equations (35-XX) 1 Probability theory and stochastic processes (60-XX) 1 Numerical analysis (65-XX) 1 Information and communication theory, circuits (94-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 15 Publications have been cited 787 times in 672 Documents Cited by ▼ Year ▼ A unified framework for high-dimensional analysis of \(M\)-estimators with decomposable regularizers. Zbl 1331.62350Negahban, Sahand N.; Ravikumar, Pradeep; Wainwright, Martin J.; Yu, Bin 221 2012 High-dimensional covariance estimation by minimizing \(\ell _{1}\)-penalized log-determinant divergence. Zbl 1274.62190Ravikumar, Pradeep; Wainwright, Martin J.; Raskutti, Garvesh; Yu, Bin 182 2011 High-dimensional Ising model selection using \(\ell _{1}\)-regularized logistic regression. Zbl 1189.62115Ravikumar, Pradeep; Wainwright, Martin J.; Lafferty, John D. 133 2010 Sparse additive models. Zbl 1411.62107Ravikumar, Pradeep; Lafferty, John; Liu, Han; Wasserman, Larry 85 2009 Information-theoretic lower bounds on the oracle complexity of stochastic convex optimization. Zbl 1365.94132Agarwal, Alekh; Bartlett, Peter L.; Ravikumar, Pradeep; Wainwright, Martin J. 44 2012 Graphical models via univariate exponential family distributions. Zbl 1351.62111Yang, Eunho; Ravikumar, Pradeep; Allen, Genevera I.; Liu, Zhandong 35 2015 QUIC: quadratic approximation for sparse inverse covariance estimation. Zbl 1319.65048Hsieh, Cho-Jui; Sustik, Mátyás A.; Dhillon, Inderjit S.; Ravikumar, Pradeep 26 2014 Cost-sensitive learning with noisy labels. Zbl 1467.68151Natarajan, Nagarajan; Dhillon, Inderjit S.; Ravikumar, Pradeep; Tewari, Ambuj 25 2018 Robust estimation via robust gradient estimation. Zbl 07554767Prasad, Adarsh; Suggala, Arun Sai; Balakrishnan, Sivaraman; Ravikumar, Pradeep 8 2020 Message-passing for graph-structured linear programs: proximal methods and rounding schemes. Zbl 1242.90167Ravikumar, Pradeep; Agarwal, Alekh; Wainwright, Martin J. 7 2010 Shape-based image reconstruction using linearized deformations. Zbl 1372.35369Öktem, Ozan; Chen, Chong; Domaniç, Nevzat Onur; Ravikumar, Pradeep; Bajaj, Chandrajit 7 2017 Encoding and decoding V1 fMRI responses to natural images with sparse nonparametric models. Zbl 1454.62413Vu, Vincent Q.; Ravikumar, Pradeep; Naselaris, Thomas; Kay, Kendrick N.; Gallant, Jack L.; Yu, Bin 6 2011 Error-correcting tournaments. Zbl 1262.68148Beygelzimer, Alina; Langford, John; Ravikumar, Pradeep 4 2009 A dirty model for multiple sparse regression. Zbl 1364.62187Jalali, Ali; Ravikumar, Pradeep; Sanghavi, Sujay 3 2013 Identifiability of nonparametric mixture models and Bayes optimal clustering. Zbl 1455.62068Aragam, Bryon; Dan, Chen; Xing, Eric P.; Ravikumar, Pradeep 1 2020 Robust estimation via robust gradient estimation. Zbl 07554767Prasad, Adarsh; Suggala, Arun Sai; Balakrishnan, Sivaraman; Ravikumar, Pradeep 8 2020 Identifiability of nonparametric mixture models and Bayes optimal clustering. Zbl 1455.62068Aragam, Bryon; Dan, Chen; Xing, Eric P.; Ravikumar, Pradeep 1 2020 Cost-sensitive learning with noisy labels. Zbl 1467.68151Natarajan, Nagarajan; Dhillon, Inderjit S.; Ravikumar, Pradeep; Tewari, Ambuj 25 2018 Shape-based image reconstruction using linearized deformations. Zbl 1372.35369Öktem, Ozan; Chen, Chong; Domaniç, Nevzat Onur; Ravikumar, Pradeep; Bajaj, Chandrajit 7 2017 Graphical models via univariate exponential family distributions. Zbl 1351.62111Yang, Eunho; Ravikumar, Pradeep; Allen, Genevera I.; Liu, Zhandong 35 2015 QUIC: quadratic approximation for sparse inverse covariance estimation. Zbl 1319.65048Hsieh, Cho-Jui; Sustik, Mátyás A.; Dhillon, Inderjit S.; Ravikumar, Pradeep 26 2014 A dirty model for multiple sparse regression. Zbl 1364.62187Jalali, Ali; Ravikumar, Pradeep; Sanghavi, Sujay 3 2013 A unified framework for high-dimensional analysis of \(M\)-estimators with decomposable regularizers. Zbl 1331.62350Negahban, Sahand N.; Ravikumar, Pradeep; Wainwright, Martin J.; Yu, Bin 221 2012 Information-theoretic lower bounds on the oracle complexity of stochastic convex optimization. Zbl 1365.94132Agarwal, Alekh; Bartlett, Peter L.; Ravikumar, Pradeep; Wainwright, Martin J. 44 2012 High-dimensional covariance estimation by minimizing \(\ell _{1}\)-penalized log-determinant divergence. Zbl 1274.62190Ravikumar, Pradeep; Wainwright, Martin J.; Raskutti, Garvesh; Yu, Bin 182 2011 Encoding and decoding V1 fMRI responses to natural images with sparse nonparametric models. Zbl 1454.62413Vu, Vincent Q.; Ravikumar, Pradeep; Naselaris, Thomas; Kay, Kendrick N.; Gallant, Jack L.; Yu, Bin 6 2011 High-dimensional Ising model selection using \(\ell _{1}\)-regularized logistic regression. Zbl 1189.62115Ravikumar, Pradeep; Wainwright, Martin J.; Lafferty, John D. 133 2010 Message-passing for graph-structured linear programs: proximal methods and rounding schemes. Zbl 1242.90167Ravikumar, Pradeep; Agarwal, Alekh; Wainwright, Martin J. 7 2010 Sparse additive models. Zbl 1411.62107Ravikumar, Pradeep; Lafferty, John; Liu, Han; Wasserman, Larry 85 2009 Error-correcting tournaments. Zbl 1262.68148Beygelzimer, Alina; Langford, John; Ravikumar, Pradeep 4 2009 all cited Publications top 5 cited Publications all top 5 Cited by 1,328 Authors 17 Liu, Han 13 Fan, Jianqing 11 Wainwright, Martin J. 8 Cai, Tony Tony 8 Zhang, Tong 7 Foygel Barber, Rina 7 Kolar, Mladen 7 Ren, Zhao 7 Shojaie, Ali 7 Yu, Bin 7 Zhou, Harrison H. 6 Lian, Heng 6 Negahban, Sahand N. 6 Raskutti, Garvesh 5 Chandrasekaran, Venkat 5 Chen, Li-Pang 5 Drton, Mathias 5 Duchi, John C. 5 Fadili, Jalal M. 5 Loh, Po-Ling 5 Lu, Junwei 5 Michailidis, George C. 5 Taylor, Jonathan E. 5 Van de Geer, Sara Anna 5 Wang, Weichen 5 Xue, Lingzhou 5 Yang, Yuehan 4 Bradic, Jelena 4 Candès, Emmanuel J. 4 Fang, Ethan X. 4 Guo, Xiao 4 Huang, Jian 4 Jiang, Binyan 4 Kabashima, Yoshiyuki 4 Lei, Yunwen 4 Li, Lexin 4 Li, Runze 4 Liu, Hongcheng 4 Narisetty, Naveen Naidu 4 Öktem, Ozan 4 Park, Gunwoong 4 Parrilo, Pablo A. 4 Rothman, Adam J. 4 Schweinberger, Michael 4 Scott, Clayton D. 4 Sugiyama, Masashi 4 Tan, Zhiqiang 4 Wang, Mengdi 4 Willsky, Alan Steven 4 Xing, Eric P. 4 Xiu, Naihua 4 Ye, Yinyu 4 Yuan, Ming 4 Zhang, Hai 4 Zhao, Junlong 4 Zhu, Ziwei 4 Zou, Hui 3 Agarwal, Alekh 3 Amato, Umberto 3 Anandkumar, Animashree 3 Antoniadis, Anestis 3 Bach, Francis R. 3 Bhattacharya, Anirban 3 Blanchard, Gilles 3 Bühlmann, Peter 3 Bunea, Florentina 3 Chen, Chong 3 Chesneau, Christophe 3 De Feis, Italia 3 Fan, Yingying 3 Forzani, Liliana 3 Gan, Lingrui 3 Gris, Barbara 3 Han, Fang 3 Jordan, Michael Irwin 3 Kock, Anders Bredahl 3 Lerasle, Matthieu 3 Li, Hongzhe 3 Li, Peili 3 Liang, Feng 3 Liang, Hua 3 Liu, Hanzhong 3 Liu, Weidong 3 Liu, Yufeng 3 Luu, Tung Duy 3 Lv, Shaogao 3 Mairal, Julien 3 Mukherjee, Sumit 3 Ning, Yang 3 Obuchi, Tomoyuki 3 Oymak, Samet 3 Ravikumar, Pradeep 3 Rigollet, Philippe 3 Rinaldo, Alessandro 3 Song, Hyebin 3 Takahashi, Daniel Yasumasa 3 Tsybakov, Alexandre B. 3 Vu, Vincent Q. 3 Wang, Junhui 3 Wasserman, Larry Alan ...and 1,228 more Authors all top 5 Cited in 130 Serials 81 The Annals of Statistics 56 Electronic Journal of Statistics 52 Journal of Machine Learning Research (JMLR) 41 Journal of the American Statistical Association 26 Computational Statistics and Data Analysis 24 Journal of Multivariate Analysis 18 Machine Learning 17 Mathematical Programming. Series A. Series B 13 The Annals of Applied Statistics 13 Journal of Computational and Graphical Statistics 12 Journal of Econometrics 12 Journal of Statistical Planning and Inference 11 Bernoulli 10 Communications in Statistics. Theory and Methods 10 Journal of Statistical Computation and Simulation 10 SIAM Journal on Optimization 10 Statistica Sinica 10 Statistics and Computing 9 Biometrics 8 Statistical Science 8 Neural Computation 6 Annals of the Institute of Statistical Mathematics 6 SIAM Journal on Imaging Sciences 5 Inverse Problems 5 Operations Research 5 International Journal of Approximate Reasoning 5 Computational Optimization and Applications 5 Applied and Computational Harmonic Analysis 5 Journal of Statistical Mechanics: Theory and Experiment 4 Psychometrika 4 Statistics 4 Journal of Global Optimization 4 Computational Statistics 4 Foundations of Computational Mathematics 4 Statistical Methods and Applications 4 Journal of the Korean Statistical Society 3 Physica A 3 Scandinavian Journal of Statistics 3 Automatica 3 Statistics & Probability Letters 3 Probability Theory and Related Fields 3 Journal of Complexity 3 Communications in Statistics. Simulation and Computation 3 Stochastic Processes and their Applications 3 Test 3 SIAM Journal on Scientific Computing 3 Statistical Papers 3 Acta Mathematica Sinica. English Series 3 Science China. Mathematics 3 Bayesian Analysis 3 Journal of the Operations Research Society of China 2 European Journal of Physics 2 Journal of Statistical Physics 2 Econometric Reviews 2 Automation and Remote Control 2 The Journal of Artificial Intelligence Research (JAIR) 2 Annals of Mathematics and Artificial Intelligence 2 Journal of Nonparametric Statistics 2 Mathematical Problems in Engineering 2 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics 2 Journal of Applied Statistics 2 Econometric Theory 2 Advances in Data Analysis and Classification. ADAC 2 Statistics Surveys 2 Sankhyā. Series A 2 Journal of Theoretical Biology 2 Stochastic Systems 2 SIAM Journal on Mathematics of Data Science 1 The Canadian Journal of Statistics 1 Journal of Computational Physics 1 Metrika 1 Mathematics of Computation 1 Applied Mathematics and Optimization 1 Biometrical Journal 1 Information Sciences 1 Journal of Applied Probability 1 Journal of Computational and Applied Mathematics 1 Journal of Mathematical Psychology 1 Journal of Optimization Theory and Applications 1 Mathematics and Computers in Simulation 1 Mathematics of Operations Research 1 Metron 1 Quarterly of Applied Mathematics 1 SIAM Journal on Control and Optimization 1 Theoretical Computer Science 1 Operations Research Letters 1 Journal of Computational Mathematics 1 Journal of Classification 1 Constructive Approximation 1 Journal of Economic Dynamics & Control 1 Journal of Theoretical Probability 1 Journal of Scientific Computing 1 Neural Networks 1 The Annals of Applied Probability 1 Numerical Algorithms 1 European Journal of Operational Research 1 Linear Algebra and its Applications 1 Pattern Recognition 1 SIAM Review 1 Journal of Mathematical Imaging and Vision ...and 30 more Serials all top 5 Cited in 25 Fields 530 Statistics (62-XX) 137 Computer science (68-XX) 97 Operations research, mathematical programming (90-XX) 67 Numerical analysis (65-XX) 46 Probability theory and stochastic processes (60-XX) 40 Combinatorics (05-XX) 25 Biology and other natural sciences (92-XX) 18 Information and communication theory, circuits (94-XX) 17 Statistical mechanics, structure of matter (82-XX) 17 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 16 Linear and multilinear algebra; matrix theory (15-XX) 9 Systems theory; control (93-XX) 8 Functional analysis (46-XX) 7 Calculus of variations and optimal control; optimization (49-XX) 4 Approximations and expansions (41-XX) 2 Partial differential equations (35-XX) 2 Operator theory (47-XX) 2 Convex and discrete geometry (52-XX) 1 General and overarching topics; collections (00-XX) 1 History and biography (01-XX) 1 Group theory and generalizations (20-XX) 1 Ordinary differential equations (34-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Optics, electromagnetic theory (78-XX) 1 Geophysics (86-XX) Citations by Year