Edit Profile (opens in new tab) Bach, Francis R. Co-Author Distance Author ID: bach.francis-r Published as: Bach, Francis; Bach, Francis R.; Bach, F. more...less Further Spellings: Bach, Francis René Homepage: https://www.di.ens.fr/~fbach/ External Links: MGP · ORCID · Wikidata · Google Scholar · ResearchGate · dblp Videos: carmin.tv Documents Indexed: 85 Publications since 2003, including 14 Additional arXiv Preprints 2 Contributions as Editor Co-Authors: 85 Co-Authors with 71 Joint Publications 1,791 Co-Co-Authors all top 5 Co-Authors 16 single-authored 9 Jenatton, Rodolphe 7 Mairal, Julien 6 d’Aspremont, Alexandre 6 Jordan, Michael Irwin 5 Bonnabel, Silvère 5 Lambert, Marc 5 Obozinski, Guillaume 5 Rudi, Alessandro 5 Taylor, Adrien B. 3 Dieuleveut, Aymeric 3 Fukumizu, Kenji 3 Moucer, Céline 3 Scieur, Damien 2 Barré, Mathieu 2 Berthier, Eloïse 2 Chizat, Lénaïc 2 Davies, Mike E. 2 Flammarion, Nicolas 2 Ghaoui, Laurent El 2 Golbabaee, Mohammad 2 Gramfort, Alexandre 2 Gribonval, Rémi 2 Le Roux, Nicolas 2 Massoulié, Laurent 2 Ponce, Jean 2 Schmidt, Mark 2 Sepulchre, Rodolphe J. 2 Tang, Junqi 1 Abernethy, Jacob D. 1 Absil, Pierre-Antoine 1 Arlot, Sylvain 1 Audibert, Jean-Yves 1 Babichev, Dmitry 1 Berthier, Raphaël 1 Bhattacharyya, Chiranjib 1 Bubeck, Sébastien 1 Canu, Stephane 1 Carpentier, Justin 1 Cuturi, Marco 1 Dupuy, Christophe 1 Eger, Evelyn 1 Elad, Michael 1 Evgeniou, Theodoros 1 Fogel, Fajwel 1 Genevay, Aude 1 Gower, Robert Mansel 1 Grandvalet, Yves 1 Gretton, Arthur 1 Harchaoui, Zaid 1 Heckerman, David E. 1 Hendrikx, Hadrien 1 Horvitz, Eric J. 1 Journée, Michel 1 Kleinsteuber, Martin 1 Kobeissi, Ziad 1 Kumar, K. S. Sesh 1 Kundu, Achintya 1 Lee, Yin Tat 1 Lelièvre, Tony 1 Marteau-Ferey, Ulysse 1 Meyer, Gilles 1 Michel, Vincent 1 Mishra, Bamdev 1 Muzellec, Boris 1 Ostrovskii, Dmitrii M. 1 Palaniappan, Balamurugan 1 Pedregosa, Fabian 1 Peyré, Gabriel 1 Pillaud-Vivien, Loucas 1 Poggio, Tomaso A. 1 Rakotomamonjy, Alain 1 Richtárik, Peter 1 Roulet, Vincent 1 Sapiro, Guillermo 1 Scaman, Kevin 1 Seibert, Matthias 1 Shervashidze, Nino 1 Solnon, Matthieu 1 Stoltz, Gabriel 1 Sun, Yifan 1 Thirion, Bertrand 1 Vacher, Adrien 1 Vert, Jean-Philippe 1 Vialard, François-Xavier 1 Weed, Jonathan all top 5 Serials 25 Journal of Machine Learning Research (JMLR) 7 Mathematical Programming. Series A. Series B 7 SIAM Journal on Optimization 4 SIAM Journal on Mathematics of Data Science 3 IEEE Transactions on Information Theory 3 The Annals of Statistics 3 Electronic Journal of Statistics 2 IEEE Transactions on Signal Processing 2 Foundations and Trends in Machine Learning 2 Statistics and Computing 2 OJMO. Open Journal of Mathematical Optimization 1 Gazette des Mathématiciens 1 Statistical Science 1 SIAM Journal on Matrix Analysis and Applications 1 International Journal of Computer Vision 1 Bernoulli 1 SIAM Journal on Imaging Sciences 1 Foundations and Trends in Computer Graphics and Vision 1 Matapli 1 Information and Inference all top 5 Fields 43 Statistics (62-XX) 35 Operations research, mathematical programming (90-XX) 34 Computer science (68-XX) 14 Numerical analysis (65-XX) 8 Probability theory and stochastic processes (60-XX) 5 Information and communication theory, circuits (94-XX) 4 Functional analysis (46-XX) 2 General and overarching topics; collections (00-XX) 2 Number theory (11-XX) 2 Linear and multilinear algebra; matrix theory (15-XX) 2 Systems theory; control (93-XX) 1 Combinatorics (05-XX) 1 Order, lattices, ordered algebraic structures (06-XX) 1 Algebraic geometry (14-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Differential geometry (53-XX) 1 Global analysis, analysis on manifolds (58-XX) 1 Quantum theory (81-XX) 1 Biology and other natural sciences (92-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 58 Publications have been cited 2,066 times in 1,694 Documents Cited by ▼ Year ▼ Optimization with sparsity-inducing penalties. Zbl 06064248 Bach, Francis; Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume 157 2011 Kernel independent component analysis. Zbl 1088.68689 Bach, Francis R.; Jordan, Michael I. 147 2003 Minimizing finite sums with the stochastic average gradient. Zbl 1358.90073 Schmidt, Mark; Le Roux, Nicolas; Bach, Francis 143 2017 Online learning for matrix factorization and sparse coding. Zbl 1242.62087 Mairal, Julien; Bach, Francis; Ponce, Jean; Sapiro, Guillermo 127 2010 Consistency of the group Lasso and multiple kernel learning. Zbl 1225.68147 Bach, Francis R. 112 2008 Breaking the curse of dimensionality with convex neural networks. Zbl 1433.68390 Bach, Francis 109 2017 Kernel dimension reduction in regression. Zbl 1168.62049 Fukumizu, Kenji; Bach, Francis R.; Jordan, Michael I. 86 2009 Sharp asymptotic and finite-sample rates of convergence of empirical measures in Wasserstein distance. Zbl 1428.62099 Weed, Jonathan; Bach, Francis 76 2019 Dimensionality reduction for supervised learning with reproducing kernel Hilbert spaces. Zbl 1222.62069 Fukumizu, Kenji; Bach, Francis R.; Jordan, Michael I. 66 2004 Statistical consistency of kernel canonical correlation analysis. Zbl 1222.62063 Fukumizu, Kenji; Bach, Francis R.; Gretton, Arthur 64 2007 SimpleMKL. Zbl 1225.68208 Rakotomamonjy, Alain; Bach, Francis R.; Canu, Stéphane; Grandvalet, Yves 60 2008 Optimal solutions for sparse principal component analysis. Zbl 1225.68170 d’Aspremont, Alexandre; Bach, Francis; El Ghaoui, Laurent 59 2008 Learning with submodular functions: a convex optimization perspective. Zbl 1280.68001 Bach, Francis 58 2013 Structured variable selection with sparsity-inducing norms. Zbl 1280.68170 Jenatton, Rodolphe; Audibert, Jean-Yves; Bach, Francis 56 2011 Low-rank optimization on the cone of positive semidefinite matrices. Zbl 1215.65108 Journée, M.; Bach, F.; Absil, P.-A.; Sepulchre, R. 54 2010 Proximal methods for hierarchical sparse coding. Zbl 1280.94029 Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume; Bach, Francis 54 2011 Structured sparsity through convex optimization. Zbl 1331.90050 Bach, Francis; Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume 43 2012 Nonparametric stochastic approximation with large step-sizes. Zbl 1346.60041 Dieuleveut, Aymeric; Bach, Francis 43 2016 On the equivalence between kernel quadrature rules and random feature expansions. Zbl 1435.65045 Bach, Francis 39 2017 Sparse modeling for image and vision processing. Zbl 1333.68263 Mairal, Julien; Bach, Francis; Ponce, Jean 37 2012 Self-concordant analysis for logistic regression. Zbl 1329.62324 Bach, Francis 34 2010 A new approach to collaborative filtering: operator estimation with spectral regularization. Zbl 1235.68122 Abernethy, Jacob; Bach, Francis; Evgeniou, Theodoros; Vert, Jean-Philippe 33 2009 Consistency of trace norm minimization. Zbl 1225.68146 Bach, Francis R. 32 2008 Adaptivity of averaged stochastic gradient descent to local strong convexity for logistic regression. Zbl 1318.62224 Bach, Francis 30 2014 Duality between subgradient and conditional gradient methods. Zbl 1358.90155 Bach, Francis 30 2015 Low-rank optimization with trace norm penalty. Zbl 1286.65078 Mishra, B.; Meyer, G.; Bach, F.; Sepulchre, R. 29 2013 Bridging the gap between constant step size stochastic gradient descent and Markov chains. Zbl 1454.62242 Dieuleveut, Aymeric; Durmus, Alain; Bach, Francis 25 2020 Convex and network flow optimization for structured sparsity. Zbl 1280.68179 Mairal, Julien; Jenatton, Rodolphe; Obozinski, Guillaume; Bach, Francis 23 2011 Learning spectral clustering, with application to speech separation. Zbl 1222.68138 Bach, Francis R.; Jordan, Michael I. 22 2006 Optimal convergence rates for convex distributed optimization in networks. Zbl 1446.90127 Scaman, Kevin; Bach, Francis; Bubeck, Sébastien; Lee, Yin Tat; Massoulié, Laurent 18 2019 Submodular functions: from discrete to continuous domains. Zbl 1423.90174 Bach, Francis 18 2019 Considering cost asymmetry in learning classifiers. Zbl 1222.68137 Bach, Francis R.; Heckerman, David; Horvitz, Eric 16 2006 Harder, better, faster, stronger convergence rates for least-squares regression. Zbl 1441.62215 Dieuleveut, Aymeric; Flammarion, Nicolas; Bach, Francis 16 2017 Sample complexity of dictionary learning and other matrix factorizations. Zbl 1359.62287 Gribonval, Rémi; Jenatton, Rodolphe; Bach, Francis; Kleinsteuber, Martin; Seibert, Matthias 16 2015 Sparse and spurious: dictionary learning with noise and outliers. Zbl 1359.94096 Gribonval, Rémi; Jenatton, Rodolphe; Bach, Francis 15 2015 Erratum to: “Minimizing finite sums with the stochastic average gradient”. Zbl 1417.90099 Schmidt, Mark; Le Roux, Nicolas; Bach, Francis 15 2017 Beyond independent components: trees and clusters. Zbl 1061.62095 Bach, Francis R.; Jordan, Michael I. 12 2004 Convex relaxations for permutation problems. Zbl 1338.90336 Fogel, F.; Jenatton, R.; Bach, F.; d’Aspremont, A. 10 2015 Regularized nonlinear acceleration. Zbl 1434.90198 Scieur, Damien; D’Aspremont, Alexandre; Bach, Francis 10 2020 Finite-sample analysis of \(M\)-estimators using self-concordance. Zbl 1490.62068 Ostrovskii, Dmitrii M.; Bach, Francis 9 2021 Approximation bounds for sparse principal component analysis. Zbl 1303.90079 d’Aspremont, Alexandre; Bach, Francis; El Ghaoui, Laurent 8 2014 Learning graphical models for stationary time series. Zbl 1369.62219 Bach, Francis R.; Jordan, Michael I. 7 2004 Stochastic quasi-gradient methods: variance reduction via Jacobian sketching. Zbl 1471.65051 Gower, Robert M.; Richtárik, Peter; Bach, Francis 6 2021 An optimal algorithm for decentralized finite-sum optimization. Zbl 1532.90073 Hendrikx, Hadrien; Bach, Francis; Massoulié, Laurent 5 2021 Exponential convergence of sum-of-squares hierarchies for trigonometric polynomials. Zbl 1522.14072 Bach, Francis; Rudi, Alessandro 5 2023 Multiscale mining of fMRI data with hierarchical structured sparsity. Zbl 1263.90059 Jenatton, Rodolphe; Gramfort, Alexandre; Michel, Vincent; Obozinski, Guillaume; Eger, Evelyn; Bach, Francis; Thirion, Bertrand 4 2012 The recursive variational Gaussian approximation (R-VGA). Zbl 1477.62012 Lambert, Marc; Bonnabel, Silvère; Bach, Francis 4 2022 Slice inverse regression with score functions. Zbl 1392.62200 Babichev, Dmitry; Bach, Francis 4 2018 Multi-task regression using minimal penalties. Zbl 1433.68380 Solnon, Matthieu; Arlot, Sylvain; Bach, Francis 3 2012 A systematic approach to Lyapunov analyses of continuous-time models in convex optimization. Zbl 1522.90102 Moucer, Céline; Taylor, Adrien; Bach, Francis 3 2023 On the consistency of ordinal regression methods. Zbl 1440.62261 Pedregosa, Fabian; Bach, Francis; Gramfort, Alexandre 2 2017 Robust discriminative clustering with sparse regularizers. Zbl 1440.62243 Flammarion, Nicolas; Palaniappan, Balamurugan; Bach, Francis 2 2017 Online but accurate inference for latent variable models with local Gibbs sampling. Zbl 1442.62046 Dupuy, Christophe; Bach, Francis 2 2017 Information theory with kernel methods. Zbl 1541.94028 Bach, Francis 2 2023 Learning the structure for structured sparsity. Zbl 1394.94528 Shervashidze, Nino; Bach, Francis 2 2015 Principled analyses and design of first-order methods with inexact proximal operators. Zbl 1522.90074 Barré, Mathieu; Taylor, Adrien B.; Bach, Francis 2 2023 A note on approximate accelerated forward-backward methods with absolute and relative errors, and possibly strongly convex objectives. Zbl 1498.90154 Barré, Mathieu; Taylor, Adrien; Bach, Francis 1 2022 Gradient descent on infinitely wide neural networks: global convergence and generalization. Zbl 1535.68289 Bach, Francis; Chizat, Lénaïc 1 2023 Exponential convergence of sum-of-squares hierarchies for trigonometric polynomials. Zbl 1522.14072 Bach, Francis; Rudi, Alessandro 5 2023 A systematic approach to Lyapunov analyses of continuous-time models in convex optimization. Zbl 1522.90102 Moucer, Céline; Taylor, Adrien; Bach, Francis 3 2023 Information theory with kernel methods. Zbl 1541.94028 Bach, Francis 2 2023 Principled analyses and design of first-order methods with inexact proximal operators. Zbl 1522.90074 Barré, Mathieu; Taylor, Adrien B.; Bach, Francis 2 2023 Gradient descent on infinitely wide neural networks: global convergence and generalization. Zbl 1535.68289 Bach, Francis; Chizat, Lénaïc 1 2023 The recursive variational Gaussian approximation (R-VGA). Zbl 1477.62012 Lambert, Marc; Bonnabel, Silvère; Bach, Francis 4 2022 A note on approximate accelerated forward-backward methods with absolute and relative errors, and possibly strongly convex objectives. Zbl 1498.90154 Barré, Mathieu; Taylor, Adrien; Bach, Francis 1 2022 Finite-sample analysis of \(M\)-estimators using self-concordance. Zbl 1490.62068 Ostrovskii, Dmitrii M.; Bach, Francis 9 2021 Stochastic quasi-gradient methods: variance reduction via Jacobian sketching. Zbl 1471.65051 Gower, Robert M.; Richtárik, Peter; Bach, Francis 6 2021 An optimal algorithm for decentralized finite-sum optimization. Zbl 1532.90073 Hendrikx, Hadrien; Bach, Francis; Massoulié, Laurent 5 2021 Bridging the gap between constant step size stochastic gradient descent and Markov chains. Zbl 1454.62242 Dieuleveut, Aymeric; Durmus, Alain; Bach, Francis 25 2020 Regularized nonlinear acceleration. Zbl 1434.90198 Scieur, Damien; D’Aspremont, Alexandre; Bach, Francis 10 2020 Sharp asymptotic and finite-sample rates of convergence of empirical measures in Wasserstein distance. Zbl 1428.62099 Weed, Jonathan; Bach, Francis 76 2019 Optimal convergence rates for convex distributed optimization in networks. Zbl 1446.90127 Scaman, Kevin; Bach, Francis; Bubeck, Sébastien; Lee, Yin Tat; Massoulié, Laurent 18 2019 Submodular functions: from discrete to continuous domains. Zbl 1423.90174 Bach, Francis 18 2019 Slice inverse regression with score functions. Zbl 1392.62200 Babichev, Dmitry; Bach, Francis 4 2018 Minimizing finite sums with the stochastic average gradient. Zbl 1358.90073 Schmidt, Mark; Le Roux, Nicolas; Bach, Francis 143 2017 Breaking the curse of dimensionality with convex neural networks. Zbl 1433.68390 Bach, Francis 109 2017 On the equivalence between kernel quadrature rules and random feature expansions. Zbl 1435.65045 Bach, Francis 39 2017 Harder, better, faster, stronger convergence rates for least-squares regression. Zbl 1441.62215 Dieuleveut, Aymeric; Flammarion, Nicolas; Bach, Francis 16 2017 Erratum to: “Minimizing finite sums with the stochastic average gradient”. Zbl 1417.90099 Schmidt, Mark; Le Roux, Nicolas; Bach, Francis 15 2017 On the consistency of ordinal regression methods. Zbl 1440.62261 Pedregosa, Fabian; Bach, Francis; Gramfort, Alexandre 2 2017 Robust discriminative clustering with sparse regularizers. Zbl 1440.62243 Flammarion, Nicolas; Palaniappan, Balamurugan; Bach, Francis 2 2017 Online but accurate inference for latent variable models with local Gibbs sampling. Zbl 1442.62046 Dupuy, Christophe; Bach, Francis 2 2017 Nonparametric stochastic approximation with large step-sizes. Zbl 1346.60041 Dieuleveut, Aymeric; Bach, Francis 43 2016 Duality between subgradient and conditional gradient methods. Zbl 1358.90155 Bach, Francis 30 2015 Sample complexity of dictionary learning and other matrix factorizations. Zbl 1359.62287 Gribonval, Rémi; Jenatton, Rodolphe; Bach, Francis; Kleinsteuber, Martin; Seibert, Matthias 16 2015 Sparse and spurious: dictionary learning with noise and outliers. Zbl 1359.94096 Gribonval, Rémi; Jenatton, Rodolphe; Bach, Francis 15 2015 Convex relaxations for permutation problems. Zbl 1338.90336 Fogel, F.; Jenatton, R.; Bach, F.; d’Aspremont, A. 10 2015 Learning the structure for structured sparsity. Zbl 1394.94528 Shervashidze, Nino; Bach, Francis 2 2015 Adaptivity of averaged stochastic gradient descent to local strong convexity for logistic regression. Zbl 1318.62224 Bach, Francis 30 2014 Approximation bounds for sparse principal component analysis. Zbl 1303.90079 d’Aspremont, Alexandre; Bach, Francis; El Ghaoui, Laurent 8 2014 Learning with submodular functions: a convex optimization perspective. Zbl 1280.68001 Bach, Francis 58 2013 Low-rank optimization with trace norm penalty. Zbl 1286.65078 Mishra, B.; Meyer, G.; Bach, F.; Sepulchre, R. 29 2013 Structured sparsity through convex optimization. Zbl 1331.90050 Bach, Francis; Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume 43 2012 Sparse modeling for image and vision processing. Zbl 1333.68263 Mairal, Julien; Bach, Francis; Ponce, Jean 37 2012 Multiscale mining of fMRI data with hierarchical structured sparsity. Zbl 1263.90059 Jenatton, Rodolphe; Gramfort, Alexandre; Michel, Vincent; Obozinski, Guillaume; Eger, Evelyn; Bach, Francis; Thirion, Bertrand 4 2012 Multi-task regression using minimal penalties. Zbl 1433.68380 Solnon, Matthieu; Arlot, Sylvain; Bach, Francis 3 2012 Optimization with sparsity-inducing penalties. Zbl 06064248 Bach, Francis; Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume 157 2011 Structured variable selection with sparsity-inducing norms. Zbl 1280.68170 Jenatton, Rodolphe; Audibert, Jean-Yves; Bach, Francis 56 2011 Proximal methods for hierarchical sparse coding. Zbl 1280.94029 Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume; Bach, Francis 54 2011 Convex and network flow optimization for structured sparsity. Zbl 1280.68179 Mairal, Julien; Jenatton, Rodolphe; Obozinski, Guillaume; Bach, Francis 23 2011 Online learning for matrix factorization and sparse coding. Zbl 1242.62087 Mairal, Julien; Bach, Francis; Ponce, Jean; Sapiro, Guillermo 127 2010 Low-rank optimization on the cone of positive semidefinite matrices. Zbl 1215.65108 Journée, M.; Bach, F.; Absil, P.-A.; Sepulchre, R. 54 2010 Self-concordant analysis for logistic regression. Zbl 1329.62324 Bach, Francis 34 2010 Kernel dimension reduction in regression. Zbl 1168.62049 Fukumizu, Kenji; Bach, Francis R.; Jordan, Michael I. 86 2009 A new approach to collaborative filtering: operator estimation with spectral regularization. Zbl 1235.68122 Abernethy, Jacob; Bach, Francis; Evgeniou, Theodoros; Vert, Jean-Philippe 33 2009 Consistency of the group Lasso and multiple kernel learning. Zbl 1225.68147 Bach, Francis R. 112 2008 SimpleMKL. Zbl 1225.68208 Rakotomamonjy, Alain; Bach, Francis R.; Canu, Stéphane; Grandvalet, Yves 60 2008 Optimal solutions for sparse principal component analysis. Zbl 1225.68170 d’Aspremont, Alexandre; Bach, Francis; El Ghaoui, Laurent 59 2008 Consistency of trace norm minimization. Zbl 1225.68146 Bach, Francis R. 32 2008 Statistical consistency of kernel canonical correlation analysis. Zbl 1222.62063 Fukumizu, Kenji; Bach, Francis R.; Gretton, Arthur 64 2007 Learning spectral clustering, with application to speech separation. Zbl 1222.68138 Bach, Francis R.; Jordan, Michael I. 22 2006 Considering cost asymmetry in learning classifiers. Zbl 1222.68137 Bach, Francis R.; Heckerman, David; Horvitz, Eric 16 2006 Dimensionality reduction for supervised learning with reproducing kernel Hilbert spaces. Zbl 1222.62069 Fukumizu, Kenji; Bach, Francis R.; Jordan, Michael I. 66 2004 Beyond independent components: trees and clusters. Zbl 1061.62095 Bach, Francis R.; Jordan, Michael I. 12 2004 Learning graphical models for stationary time series. Zbl 1369.62219 Bach, Francis R.; Jordan, Michael I. 7 2004 Kernel independent component analysis. Zbl 1088.68689 Bach, Francis R.; Jordan, Michael I. 147 2003 all cited Publications top 5 cited Publications all top 5 Cited by 3,479 Authors 24 Bach, Francis R. 17 Sugiyama, Masashi 16 Li, Bing 12 Richtárik, Peter 11 Gasnikov, Aleksandr V. 11 Peyré, Gabriel 11 Suzuki, Taiji 10 Absil, Pierre-Antoine 10 Fukumizu, Kenji 10 Rosasco, Lorenzo A. 10 Tran Dinh Quoc 9 Artemiou, Andreas 9 Fadili, Jalal M. 9 Lan, Guanghui 8 d’Aspremont, Alexandre 8 Gretton, Arthur 8 Jordan, Michael Irwin 8 Takáč, Martin 8 Toh, Kim Chuan 8 Wen, Zaiwen 7 Cevher, Volkan 7 E, Weinan 7 Harchaoui, Zaid 7 Lian, Heng 7 Lin, Qihang 7 Rebegoldi, Simone 7 Yang, Tianbao 6 Bertsimas, Dimitris John 6 Beznosikov, Aleksandr 6 Dvurechensky, Pavel E. 6 Gómez, Andrés 6 Guo, Zheng-Chu 6 Lapucci, Matteo 6 Lee, Kuang-Yao 6 Li, Lexin 6 Mairal, Julien 6 Malick, Jérôme 6 Rinaldi, Francesco 6 Schölkopf, Bernhard 6 Schönlieb, Carola-Bibiane 6 Shi, Lei 6 Sriperumbudur, Bharath K. 6 Suykens, Johan A. K. 6 Vaiter, Samuel 6 Wang, Xiao 6 Wu, Qiang 6 Zhao, Hongyu 5 Atamtürk, Alper 5 Bartlett, Peter L. 5 Chen, Dirong 5 Combettes, Patrick L. 5 Godichon-Baggioni, Antoine 5 Huang, Jian 5 Hyvärinen, Aapo 5 Iutzeler, Franck 5 Jentzen, Arnulf 5 Kanagawa, Motonobu 5 Lin, Junhong 5 Ma, Shiqian 5 Massart, Estelle M. 5 Milzarek, Andre 5 Munk, Axel 5 Niles-Weed, Jonathan 5 Pan, Shaohua 5 Pauwels, Edouard Jean Robert 5 Pontil, Massimiliano 5 Príncipe, José Carlos 5 Salmon, Joseph 5 Sasaki, Hiroaki 5 Sidford, Aaron 5 Stuart, Andrew M. 5 Van de Geer, Sara Anna 5 Wainwright, Martin J. 5 Wyart, Matthieu 5 Xu, Jinchao 5 Yuan, Ya-xiang 5 Zhu, Liping 4 Aravkin, Aleksandr Y. 4 Bandeira, Afonso S. 4 Beck, Amir 4 Blanchard, Gilles 4 Bonettini, Silvia 4 Bonnabel, Silvère 4 Boumal, Nicolas 4 Bouveyron, Charles 4 Cai, Jia 4 Cai, Tianwen 4 Chen, Yunmei 4 Chizat, Lénaïc 4 Dai, Yu-Hong 4 Driggs, Derek 4 Ghadimi, Saeed 4 Ghaoui, Laurent El 4 Gillis, Nicolas 4 Goldfarb, Donald 4 Hardoon, David R. 4 Hendrickx, Julien M. 4 Hou, Thomas Yizhao 4 Hu, Yaohua 4 Jin, Bangti ...and 3,379 more Authors all top 5 Cited in 293 Serials 115 Journal of Machine Learning Research (JMLR) 72 SIAM Journal on Optimization 64 Mathematical Programming. Series A. Series B 57 The Annals of Statistics 56 Machine Learning 48 Electronic Journal of Statistics 39 Computational Optimization and Applications 34 Journal of the American Statistical Association 30 Neural Computation 30 SIAM Journal on Mathematics of Data Science 28 Neural Networks 27 Journal of Multivariate Analysis 27 Pattern Recognition 26 Computational Statistics and Data Analysis 26 Statistics and Computing 22 Applied and Computational Harmonic Analysis 21 Information Sciences 21 SIAM Journal on Scientific Computing 21 SIAM Journal on Imaging Sciences 20 Bernoulli 19 Optimization Methods & Software 19 The Annals of Applied Statistics 17 International Journal of Computer Vision 15 Journal of Optimization Theory and Applications 14 Inverse Problems 13 Journal of Scientific Computing 12 Journal of Statistical Planning and Inference 12 Statistical Science 12 Journal of Global Optimization 12 Foundations of Computational Mathematics 11 Biometrics 11 Mathematical Problems in Engineering 11 Optimization Letters 10 Automatica 10 Journal of Mathematical Imaging and Vision 10 Data Mining and Knowledge Discovery 10 Journal of Computational and Graphical Statistics 10 Journal of the Operations Research Society of China 10 SIAM/ASA Journal on Uncertainty Quantification 9 Journal of Computational and Applied Mathematics 9 Operations Research Letters 9 Numerical Algorithms 9 Analysis and Applications (Singapore) 9 Journal of Statistical Mechanics: Theory and Experiment 8 Computational Statistics 8 European Journal of Operational Research 8 Linear Algebra and its Applications 8 Statistica Sinica 8 Journal of Applied Statistics 8 International Journal of Wavelets, Multiresolution and Information Processing 8 Acta Numerica 7 Mathematics of Operations Research 7 Statistical Papers 7 Advances in Data Analysis and Classification. ADAC 6 Artificial Intelligence 6 Mathematics of Computation 6 Applied Mathematics and Computation 6 Statistics & Probability Letters 6 Optimization 6 Journal of Complexity 6 SIAM Journal on Matrix Analysis and Applications 6 Signal Processing 6 Communications in Statistics. Theory and Methods 6 SIAM Review 5 Scandinavian Journal of Statistics 5 Constructive Approximation 5 Journal of Statistical Computation and Simulation 5 Advances in Computational Mathematics 5 Oberwolfach Reports 5 Mathematical Programming Computation 5 Research in the Mathematical Sciences 4 Computer Methods in Applied Mechanics and Engineering 4 Communications on Pure and Applied Mathematics 4 Annals of the Institute of Statistical Mathematics 4 Applied Mathematics and Optimization 4 Journal of Econometrics 4 Operations Research 4 SIAM Journal on Numerical Analysis 4 Statistics 4 The Annals of Applied Probability 4 SIAM Journal on Mathematical Analysis 4 Annales de l’Institut Henri Poincaré. Probabilités et Statistiques 4 Test 4 Journal of Combinatorial Optimization 4 Chaos 4 Journal of Industrial and Management Optimization 4 Inverse Problems and Imaging 4 Science China. Mathematics 4 Wiley Interdisciplinary Reviews. WIREs Computational Statistics 4 OJMO. Open Journal of Mathematical Optimization 3 Journal of the Franklin Institute 3 BIT 3 Econometrica 3 Numerische Mathematik 3 Theoretical Computer Science 3 Circuits, Systems, and Signal Processing 3 Physica D 3 Probability Theory and Related Fields 3 SIAM Journal on Applied Mathematics 3 Stochastic Processes and their Applications ...and 193 more Serials all top 5 Cited in 46 Fields 805 Statistics (62-XX) 582 Computer science (68-XX) 576 Operations research, mathematical programming (90-XX) 367 Numerical analysis (65-XX) 128 Information and communication theory, circuits (94-XX) 119 Calculus of variations and optimal control; optimization (49-XX) 114 Probability theory and stochastic processes (60-XX) 74 Functional analysis (46-XX) 66 Linear and multilinear algebra; matrix theory (15-XX) 46 Biology and other natural sciences (92-XX) 43 Systems theory; control (93-XX) 42 Operator theory (47-XX) 40 Partial differential equations (35-XX) 35 Approximations and expansions (41-XX) 31 Combinatorics (05-XX) 28 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 20 Harmonic analysis on Euclidean spaces (42-XX) 18 Dynamical systems and ergodic theory (37-XX) 14 Statistical mechanics, structure of matter (82-XX) 13 Differential geometry (53-XX) 11 Convex and discrete geometry (52-XX) 9 General and overarching topics; collections (00-XX) 9 Real functions (26-XX) 9 Global analysis, analysis on manifolds (58-XX) 9 Fluid mechanics (76-XX) 8 Measure and integration (28-XX) 8 Quantum theory (81-XX) 8 Geophysics (86-XX) 6 Ordinary differential equations (34-XX) 4 Algebraic geometry (14-XX) 4 Integral equations (45-XX) 4 Algebraic topology (55-XX) 4 Mechanics of deformable solids (74-XX) 3 Commutative algebra (13-XX) 3 General topology (54-XX) 3 Manifolds and cell complexes (57-XX) 2 Integral transforms, operational calculus (44-XX) 2 Geometry (51-XX) 2 Mechanics of particles and systems (70-XX) 2 Optics, electromagnetic theory (78-XX) 2 Classical thermodynamics, heat transfer (80-XX) 1 History and biography (01-XX) 1 Number theory (11-XX) 1 Functions of a complex variable (30-XX) 1 Special functions (33-XX) 1 Abstract harmonic analysis (43-XX) Citations by Year Wikidata Timeline The data are displayed as stored in Wikidata under a Creative Commons CC0 License. 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