Journal of Machine Learning Research (JMLR) Short Title: J. Mach. Learn. Res. Publisher: Microtome Publishing, Brookline, MA ISSN: 1532-4435; 1533-7928/e Online: https://jmlr.org/papers/ Comments: Journal; Indexed cover-to-cover; This journal is available open access. Documents Indexed: 2,576 Publications (since 2001) References Indexed: 957 Publications with 54,556 References. all top 5 Latest Issues 23 (2022) 22 (2021) 21 (2020) 20 (2019) 19 (2018) 18 (2017/2018) 17 (2016) 16 (2015) 15 (2014) 14 (2013) 13 (2012) 12 (2011) 11 (2010) 10 (2009) 9 (2008) 8 (2007) 7 (2006) 6 (2005) 5 (2004) 4, No. 7-8 (2004) 4, No. 6 (2004) 4, No. 5 (2004) 4, No. 4 (2004) 4, No. 3 (2004) 4, No. 2 (2004) 4, No. 1 (2004) 3, No. 7-8 (2003) 3, No. 6 (2003) 3, No. 4-5 (2003) 3, No. 3 (2003) 3, No. 2 (2003) 3, No. 1 (2003) 2, No. 4 (2002) 2, No. 3 (2002) 2, No. 2 (2002) 2, No. 1 (2002) 1, No. 4 (2001) 1, No. 3 (2001) 1, No. 2 (2001) 1, No. 1 (2001) all top 5 Authors 28 Jordan, Michael Irwin 25 Bach, Francis R. 23 Wainwright, Martin J. 22 Zhang, Tong 18 Dunson, David Brian 18 Lin, Chih-Jen 18 Schölkopf, Bernhard 17 Shalev-Shwartz, Shai 16 Mahoney, Michael W. 16 Müller, Klaus-Robert 15 Rudin, Cynthia 14 Liu, Han 14 Sugiyama, Masashi 14 Yu, Bin 14 Zhou, Dingxuan 13 Bartlett, Peter L. 13 Singer, Yoram 13 Smola, Alexander J. 12 Bengio, Yoshua 12 Williamson, Robert C. 11 Dhillon, Inderjit S. 11 Long, Philip M. 11 Xing, Eric P. 10 Blei, David M. 10 Bühlmann, Peter 10 Chen, Xi 10 Fukumizu, Kenji 10 Gretton, Arthur 10 Hsieh, Cho-Jui 10 Hyvärinen, Aapo 10 Maggioni, Mauro 10 Mannor, Shie 10 Peters, Jan 10 Pontil, Massimiliano 10 Shawe-Taylor, John 10 Steinwart, Ingo 10 Suykens, Johan A. K. 10 Tishby, Naftali 10 Warmuth, Manfred K. 10 Wasserman, Larry Alan 10 Ye, Jieping 10 Zhang, Zhihua 9 Anandkumar, Animashree 9 Hastie, Trevor John 9 Hsu, Daniel 9 Krause, Andreas 9 Munos, Rémi 9 Raskutti, Garvesh 9 Sabato, Sivan 9 Shamir, Ohad 9 Shen, Xiaotong 9 Tewari, Ambuj 9 Tsang, Ivor Wai-Hung 8 Blanchard, Gilles 8 Bottou, Léon 8 Crammer, Koby 8 El-Yaniv, Ran 8 Fern, Alan P. 8 Gaïffas, Stéphane 8 Gentile, Claudio 8 Ghahramani, Zoubin 8 Gupta, Maya R. 8 Langford, John 8 Larochelle, Hugo 8 Lin, Qihang 8 Michailidis, George C. 8 Mukherjee, Sayan 8 Rosasco, Lorenzo A. 8 Teh, Yee Whye 8 Wu, Qiang 7 Bubeck, Sébastien 7 Gao, Chao 7 Ghavamzadeh, Mohammad 7 Kakade, Sham M. 7 Lawrence, Neil D. 7 Lebanon, Guy 7 Lugosi, Gábor 7 Mairal, Julien 7 Mohri, Mehryar 7 Mooij, Joris M. 7 Neumann, Gerhard 7 Priebe, Carey E. 7 Schapire, Robert E. 7 Servedio, Rocco A. 7 Sriperumbudur, Bharath K. 7 Vehtari, Aki 7 von Luxburg, Ulrike 7 Vovk, Vladimir G. 7 Wang, Shusen 7 Willsky, Alan Steven 7 Yuan, Ming 6 Balakrishnan, Sivaraman 6 Bhattacharyya, Chiranjib 6 Biau, Gérard 6 Bousquet, Olivier 6 Boyd, Stephen Poythress 6 Cesa-Bianchi, Nicolò 6 Duchi, John C. 6 Gomez-Rodriguez, Manuel 6 Gramfort, Alexandre ...and 4,712 more Authors all top 5 Fields 1,983 Computer science (68-XX) 1,470 Statistics (62-XX) 295 Operations research, mathematical programming (90-XX) 198 Probability theory and stochastic processes (60-XX) 152 Numerical analysis (65-XX) 79 Combinatorics (05-XX) 73 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 61 Information and communication theory, circuits (94-XX) 47 Linear and multilinear algebra; matrix theory (15-XX) 38 Biology and other natural sciences (92-XX) 35 Functional analysis (46-XX) 18 Systems theory; control (93-XX) 11 Calculus of variations and optimal control; optimization (49-XX) 8 Dynamical systems and ergodic theory (37-XX) 8 Operator theory (47-XX) 8 Algebraic topology (55-XX) 5 General and overarching topics; collections (00-XX) 5 Quantum theory (81-XX) 5 Statistical mechanics, structure of matter (82-XX) 4 Approximations and expansions (41-XX) 3 History and biography (01-XX) 2 Mathematical logic and foundations (03-XX) 2 Ordinary differential equations (34-XX) 2 Partial differential equations (35-XX) 1 Order, lattices, ordered algebraic structures (06-XX) 1 General algebraic systems (08-XX) 1 Algebraic geometry (14-XX) 1 Measure and integration (28-XX) 1 Potential theory (31-XX) 1 Sequences, series, summability (40-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Integral equations (45-XX) 1 Convex and discrete geometry (52-XX) 1 General topology (54-XX) 1 Global analysis, analysis on manifolds (58-XX) 1 Astronomy and astrophysics (85-XX) 1 Geophysics (86-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 2,189 Publications have been cited 34,013 times in 18,817 Documents Cited by ▼ Year ▼ Scikit-learn: machine learning in Python. Zbl 1280.68189 Pedregosa, Fabian; Varoquaux, Gaël; Gramfort, Alexandre; Michel, Vincent; Thirion, Bertrand; Grisel, Olivier; Blondel, Mathieu; Prettenhofer, Peter; Weiss, Ron; Dubourg, Vincent; Vanderplas, Jake; Passos, Alexandre; Cournapeau, David; Brucher, Matthieu; Perrot, Matthieu; Duchesnay, Édouard 710 2011 Statistical comparisons of classifiers over multiple data sets. Zbl 1222.68184 Demšar, Janez 564 2006 On model selection consistency of Lasso. Zbl 1222.62008 Zhao, Peng; Yu, Bin 554 2006 Latent Dirichlet allocation. Zbl 1112.68379 Blei, David M.; Ng, Andrew Y.; Jordan, Michael I. 411 2003 An introduction to variable and feature selection. Zbl 1102.68556 Guyon, Isabelle; Elisseeff, André 393 2003 Dropout: a simple way to prevent neural networks from overfitting. Zbl 1318.68153 Srivastava, Nitish; Hinton, Geoffrey; Krizhevsky, Alex; Sutskever, Ilya; Salakhutdinov, Ruslan 365 2014 Adaptive subgradient methods for online learning and stochastic optimization. Zbl 1280.68164 Duchi, John; Hazan, Elad; Singer, Yoram 318 2011 Visualizing data using t-SNE. Zbl 1225.68219 van der Maaten, Laurens; Hinton, Geoffrey 290 2008 Manifold regularization: a geometric framework for learning from labeled and unlabeled examples. Zbl 1222.68144 Belkin, Mikhail; Niyogi, Partha; Sindhwani, Vikas 254 2006 Sparse Bayesian learning and the relevance vector machine. Zbl 0997.68109 Tipping, Michael E. 253 2001 The no-U-turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo. Zbl 1319.60150 Hoffman, Matthew D.; Gelman, Andrew 253 2014 Confidence intervals and hypothesis testing for high-dimensional regression. Zbl 1319.62145 Javanmard, Adel; Montanari, Andrea 229 2014 Automatic differentiation in machine learning: a survey. Zbl 06982909 Baydin, Atılım Güneş; Pearlmutter, Barak A.; Radul, Alexey Andreyevich; Siskind, Jeffrey Mark 225 2018 Rademacher and Gaussian complexities: risk bounds and structural results. Zbl 1084.68549 Bartlett, Peter L.; Mendelson, Shahar 220 2003 Model selection through sparse maximum likelihood estimation for multivariate Gaussian or binary data. Zbl 1225.68149 Banerjee, Onureena; El Ghaoui, Laurent; d’Aspremont, Alexandre 217 2008 Mixed membership stochastic blockmodels. Zbl 1225.68143 Airoldi, Edoardo M.; Blei, David M.; Fienberg, Stephen E.; Xing, Eric P. 217 2008 A kernel two-sample test. Zbl 1283.62095 Gretton, Arthur; Borgwardt, Karsten M.; Rasch, Malte J.; Schölkopf, Bernhard; Smola, Alexander 199 2012 Cluster ensembles – a knowledge reuse framework for combining multiple partitions. Zbl 1084.68759 Strehl, Alexander; Ghosh, Joydeep 197 2003 Asymptotic equivalence of Bayes cross validation and widely applicable information criterion in singular learning theory. Zbl 1242.62024 Watanabe, Sumio 197 2010 A differential equation for modeling Nesterov’s accelerated gradient method: theory and insights. Zbl 1391.90667 Su, Weijie; Boyd, Stephen; Candès, Emmanuel J. 191 2016 Learning the kernel matrix with semidefinite programming. Zbl 1222.68241 Lanckriet, Gert R. G.; Cristianini, Nello; Bartlett, Peter; El Ghaoui, Laurent; Jordan, Michael I. 165 2004 Stochastic variational inference. Zbl 1317.68163 Hoffman, Matthew D.; Blei, David M.; Wang, Chong; Paisley, John 160 2013 LIBLINEAR: a library for large linear classification. Zbl 1225.68175 Fan, Rong-En; Chang, Kai-Wei; Hsieh, Cho-Jui; Wang, Xiang-Rui; Lin, Chih-Jen 158 2008 Manopt, a Matlab toolbox for optimization on manifolds. Zbl 1319.90003 Boumal, Nicolas; Mishra, Bamdev; Absil, P.-A.; Sepulchre, Rodolphe 156 2014 Clustering with Bregman divergences. Zbl 1190.62117 Banerjee, Arindam; Merugu, Srujana; Dhillon, Inderjit S.; Ghosh, Joydeep 152 2005 Non-negative matrix factorization with sparseness constraints. Zbl 1222.68218 Hoyer, Patrik O. 151 2004 Stability and generalization. Zbl 1007.68083 Bousquet, Olivier; Elisseeff, André 149 2002 Near-optimal sensor placements in Gaussian processes: theory, efficient algorithms and empirical studies. Zbl 1225.68192 Krause, Andreas; Singh, Ajit; Guestrin, Carlos 139 2008 Kernel independent component analysis. Zbl 1088.68689 Bach, Francis R.; Jordan, Michael I. 139 2003 Random search for hyper-parameter optimization. Zbl 1283.68282 Bergstra, James; Bengio, Yoshua 139 2012 A simpler approach to matrix completion. Zbl 1280.68141 Recht, Benjamin 138 2011 Stochastic dual coordinate ascent methods for regularized loss minimization. Zbl 1307.68073 Shalev-Shwartz, Shai; Zhang, Tong 128 2013 Matrix completion from noisy entries. Zbl 1242.62069 Keshavan, Raghunandan H.; Montanari, Andrea; Oh, Sewoong 121 2010 Tensor decompositions for learning latent variable models. Zbl 1319.62109 Anandkumar, Animashree; Ge, Rong; Hsu, Daniel; Kakade, Sham M.; Telgarsky, Matus 120 2014 Community detection and stochastic block models: recent developments. Zbl 1403.62110 Abbe, Emmanuel 120 2018 Online learning for matrix factorization and sparse coding. Zbl 1242.62087 Mairal, Julien; Bach, Francis; Ponce, Jean; Sapiro, Guillermo 118 2010 Statistical topological data analysis using persistence landscapes. Zbl 1337.68221 Bubenik, Peter 118 2015 Optimal structure identification with greedy search. Zbl 1084.68519 Chickering, David Maxwell 117 2003 CVXPY: a Python-embedded modeling language for convex optimization. Zbl 1360.90008 Diamond, Steven; Boyd, Stephen 117 2016 Spectral regularization algorithms for learning large incomplete matrices. Zbl 1242.68237 Mazumder, Rahul; Hastie, Trevor; Tibshirani, Robert 116 2010 Deep hidden physics models: deep learning of nonlinear partial differential equations. Zbl 1439.68021 Raissi, Maziar 115 2018 A unifying view of sparse approximate Gaussian process regression. Zbl 1222.68282 Quiñonero-Candela, Joaquin; Rasmussen, Carl Edward 113 2005 Ultrahigh dimensional feature selection: beyond the linear model. Zbl 1235.62089 Fan, Jianqing; Samworth, Richard; Wu, Yichao 111 2009 On the influence of the kernel on the consistency of support vector machines. Zbl 1009.68143 Steinwart, Ingo 110 2002 The nonparanormal: semiparametric estimation of high dimensional undirected graphs. Zbl 1235.62035 Liu, Han; Lafferty, John; Wasserman, Larry 105 2009 Consistency of the group Lasso and multiple kernel learning. Zbl 1225.68147 Bach, Francis R. 104 2008 Support vector machine soft margin classifiers: error analysis. Zbl 1222.68167 Chen, Di-Rong; Wu, Qiang; Ying, Yiming; Zhou, Ding-Xuan 103 2004 Analysis of multi-stage convex relaxation for sparse regularization. Zbl 1242.68262 Zhang, Tong 103 2010 High dimensional inverse covariance matrix estimation via linear programming. Zbl 1242.62043 Yuan, Ming 101 2010 Think globally, fit locally: unsupervised learning of low dimensional manifolds. Zbl 1093.68089 Saul, Lawrence K.; Roweis, Sam T. 98 2004 Hilbert space embeddings and metrics on probability measures. Zbl 1242.60005 Sriperumbudur, Bharath K.; Gretton, Arthur; Fukumizu, Kenji; Schölkopf, Bernhard; Lanckriet, Gert R. G. 98 2010 Information theoretic measures for clusterings comparison: variants, properties, normalization and correction for chance. Zbl 1242.62062 Vinh, Nguyen Xuan; Epps, Julien; Bailey, James 98 2010 Regularized \(M\)-estimators with nonconvexity: statistical and algorithmic theory for local optima. Zbl 1360.62276 Loh, Po-Ling; Wainwright, Martin J. 96 2015 Divide and conquer kernel ridge regression: a distributed algorithm with minimax optimal rates. Zbl 1351.62142 Zhang, Yuchen; Duchi, John; Wainwright, Martin 95 2015 On the algorithmic implementation of multiclass kernel-based vector machines. Zbl 1037.68110 Crammer, Koby; Singer, Yoram 95 2002 Large margin methods for structured and interdependent output variables. Zbl 1222.68321 Tsochantaridis, Ioannis; Joachims, Thorsten; Hofmann, Thomas; Altun, Yasemin 94 2005 Quantile regression forests. Zbl 1222.68262 Meinshausen, Nicolai 92 2006 Estimating high-dimensional directed acyclic graphs with the PC-algorithm. Zbl 1222.68229 Kalisch, Markus; Bühlmann, Peter 91 2007 Reducing multiclass to binary: A unifying approach for margin classifiers. Zbl 1013.68175 Allwein, Erin L.; Schapire, Robert E.; Singer, Yoram 91 2001 Restricted strong convexity and weighted matrix completion: optimal bounds with noise. Zbl 1436.62204 Negahban, Sahand; Wainwright, Martin J. 90 2012 Use of the zero-norm with linear models and kernel methods. Zbl 1102.68605 Weston, Jason; Elisseeff, André; Schölkopf, Bernhard; Tipping, Mike 89 2003 Universal kernels. Zbl 1222.68266 Micchelli, Charles A.; Xu, Yuesheng; Zhang, Haizhang 88 2006 Clustering on the unit hypersphere using von Mises-Fisher distributions. Zbl 1190.62116 Banerjee, Arindam; Dhillon, Inderjit S.; Ghosh, Joydeep; Sra, Suvrit 87 2005 Generalized power method for sparse principal component analysis. Zbl 1242.62048 Journée, Michel; Nesterov, Yurii; Richtárik, Peter; Sepulchre, Rodolphe 86 2010 Restricted eigenvalue properties for correlated Gaussian designs. Zbl 1242.62071 Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 86 2010 Efficient online and batch learning using forward backward splitting. Zbl 1235.62151 Duchi, John; Singer, Yoram 85 2009 An extension on “Statistical comparisons of classifiers over multiple data sets” for all pairwise comparisons. Zbl 1225.68178 García, Salvador; Herrera, Francisco 84 2008 The entire regularization path for the support vector machine. Zbl 1222.68213 Hastie, Trevor; Rosset, Saharon; Tibshirani, Robert; Zhu, Ji 82 2004 Breaking the curse of dimensionality with convex neural networks. Zbl 1433.68390 Bach, Francis 82 2017 Distance metric learning for large margin nearest neighbor classification. Zbl 1235.68204 Weinberger, Kilian Q.; Saul, Lawrence K. 81 2009 A statistical perspective on algorithmic leveraging. Zbl 1337.62164 Ma, Ping; Mahoney, Michael W.; Yu, Bin 81 2015 Nonparametric quantile estimation. Zbl 1222.68316 Takeuchi, Ichiro; Le, Quoc V.; Sears, Timothy D.; Smola, Alexander J. 80 2006 On the Nyström method for approximating a gram matrix for improved kernel-based learning. Zbl 1222.68186 Drineas, Petros; Mahoney, Michael W. 78 2005 Least-squares policy iteration. Zbl 1094.68080 Lagoudakis, Michail G.; Parr, Ronald 78 2004 An efficient boosting algorithm for combining preferences. Zbl 1098.68652 Freund, Yoav; Iyer, Raj; Schapire, Robert E.; Singer, Yoram 77 2004 A linear non-Gaussian acyclic model for causal discovery. Zbl 1222.68304 Shimizu, Shohei; Hoyer, Patrik O.; Hyvärinen, Aapo; Kerminen, Antti 73 2006 Do we need hundreds of classifiers to solve real world classification problems? Zbl 1319.62005 Fernández-Delgado, Manuel; Cernadas, Eva; Barro, Senén; Amorim, Dinani 73 2014 Multiple kernel learning algorithms. Zbl 1280.68167 Gönen, Mehmet; Alpaydın, Ethem 73 2011 Estimation of non-normalized statistical models by score matching. Zbl 1222.62051 Hyvärinen, Aapo 72 2005 On learning with integral operators. Zbl 1242.62059 Rosasco, Lorenzo; Belkin, Mikhail; De Vito, Ernesto 72 2010 Working set selection using second order information for training support vector machines. Zbl 1222.68198 Fan, Rong-En; Chen, Pai-Hsuen; Lin, Chih-Jen 71 2005 Penalized model-based clustering with application to variable selection. Zbl 1222.68279 Pan, Wei; Shen, Xiaotong 70 2007 In defense of one-vs-all classification. Zbl 1222.68287 Rifkin, Ryan; Klautau, Aldebaro 70 2004 Stacked denoising autoencoders: learning useful representations in a deep network with a local denoising criterion. Zbl 1242.68256 Vincent, Pascal; Larochelle, Hugo; Lajoie, Isabelle; Bengio, Yoshua; Manzagol, Pierre-Antoine 70 2010 Communication-efficient algorithms for statistical optimization. Zbl 1318.62016 Zhang, Yuchen; Duchi, John C.; Wainwright, Martin J. 70 2013 Learning equivalence classes of Bayesian-network structures. Zbl 1007.68179 Chickering, David Maxwell 69 2002 Fast approximation of matrix coherence and statistical leverage. Zbl 1437.65030 Drineas, Petros; Magdon-Ismail, Malik; Mahoney, Michael W.; Woodruff, David P. 69 2012 Learning the kernel function via regularization. Zbl 1222.68265 Micchelli, Charles A.; Pontil, Massimiliano 68 2005 Consistency of random forests and other averaging classifiers. Zbl 1225.62081 Biau, Gérard; Devroye, Luc; Lugosi, Gábor 67 2008 Communication-efficient sparse regression. Zbl 1434.62157 Lee, Jason D.; Liu, Qiang; Sun, Yuekai; Taylor, Jonathan E. 66 2017 Analysis of a random forests model. Zbl 1283.62127 Biau, Gérard 66 2012 Reproducing kernel Banach spaces for machine learning. Zbl 1235.68217 Zhang, Haizhang; Xu, Yuesheng; Zhang, Jun 65 2009 Support vector clustering. Zbl 1002.68598 Ben-Hur, Asa; Horn, David; Siegelmann, Hava T.; Vapnik, Vladimir 65 2002 Kronecker graphs: an approach to modeling networks. Zbl 1242.05256 Leskovec, Jure; Chakrabarti, Deepayan; Kleinberg, Jon; Faloutsos, Christos; Ghahramani, Zoubin 64 2010 Efficient SVM training using low-rank kernel representations. Zbl 1037.68112 Fine, Shai; Scheinberg, Katya 64 2002 Online passive-aggressive algorithms. Zbl 1222.68177 Crammer, Koby; Dekel, Ofer; Keshet, Joseph; Shalev-Shwartz, Shai; Singer, Yoram 63 2006 A robust minimax approach to classification. Zbl 1084.68657 Lanckriet, Gert R. G.; El Ghaoui, Laurent; Bhattacharyya, Chiranjib; Jordan, Michael I. 62 2003 Characterization, stability and convergence of hierarchical clustering methods. Zbl 1242.62050 Carlsson, Gunnar; Mémoli, Facundo 61 2010 Dual averaging methods for regularized stochastic learning and online optimization. Zbl 1242.62011 Xiao, Lin 61 2010 Persistence images: a stable vector representation of persistent homology. Zbl 1431.68105 Adams, Henry; Emerson, Tegan; Kirby, Michael; Neville, Rachel; Peterson, Chris; Shipman, Patrick; Chepushtanova, Sofya; Hanson, Eric; Motta, Francis; Ziegelmeier, Lori 61 2017 SMAC3: a versatile Bayesian optimization package for hyperparameter optimization. Zbl 07625207 Lindauer, Marius; Eggensperger, Katharina; Feurer, Matthias; Biedenkapp, André; Deng, Difan; Benjamins, Carolin; Ruhkopf, Tim; Sass, René; Hutter, Frank 6 2022 Solving large-scale sparse PCA to certifiable (near) optimality. Zbl 07625166 Bertsimas, Dimitris; Cory-Wright, Ryan; Pauphilet, Jean 4 2022 MurTree: optimal decision trees via dynamic programming and search. Zbl 07625179 Demirović, Emir; Lukina, Anna; Hebrard, Emmanuel; Chan, Jeffrey; Bailey, James; Leckie, Christopher; Ramamohanarao, Kotagiri; Stuckey, Peter J. 4 2022 Accelerated zeroth-order and first-order momentum methods from mini to minimax optimization. Zbl 07625189 Huang, Feihu; Gao, Shangqian; Pei, Jian; Huang, Heng 4 2022 Structure-adaptive manifold estimation. Zbl 07625193 Puchkin, Nikita; Spokoiny, Vladimir 4 2022 Approximate information state for approximate planning and reinforcement learning in partially observed systems. Zbl 07625165 Subramanian, Jayakumar; Sinha, Amit; Seraj, Raihan; Mahajan, Aditya 3 2022 Efficient MCMC sampling with dimension-free convergence rate using ADMM-type splitting. Zbl 07625178 Vono, Maxime; Paulin, Daniel; Doucet, Arnaud 3 2022 A class of conjugate priors for multinomial probit models which includes the multivariate normal one. Zbl 07625183 Fasano, Augusto; Durante, Daniele 3 2022 An improper estimator with optimal excess risk in misspecified density estimation and logistic regression. Zbl 07625184 Mourtada, Jaouad; Gaïffas, Stéphane 3 2022 \((f,\Gamma)\)-divergences: interpolating between \(f\)-divergences and integral probability metrics. Zbl 07625192 Birrell, Jeremiah; Dupuis, Paul; Katsoulakis, Markos A.; Pantazis, Yannis; Rey-Bellet, Luc 3 2022 Approximation and optimization theory for linear continuous-time recurrent neural networks. Zbl 07625195 Li, Zhong; Han, Jiequn; E, Weinan; Li, Qianxiao 3 2022 Cascaded diffusion models for high fidelity image generation. Zbl 07625200 Ho, Jonathan; Saharia, Chitwan; Chan, William; Fleet, David J.; Norouzi, Mohammad; Salimans, Tim 3 2022 Overparameterization of deep ResNet: zero loss and mean-field analysis. Zbl 07625201 Ding, Zhiyan; Chen, Shi; Li, Qin; Wright, Stephen J. 3 2022 Innovations autoencoder and its application in one-class anomalous sequence detection. Zbl 07625202 Wang, Xinyi; Tong, Lang 3 2022 Near optimality of finite memory feedback policies in partially observed Markov decision processes. Zbl 07625164 Kara, Ali Devran; Yüksel, Serdar 2 2022 Projected statistical methods for distributional data on the real line with the Wasserstein metric. Zbl 07625190 Pegoraro, Matteo; Beraha, Mario 2 2022 Score matched neural exponential families for likelihood-free inference. Zbl 07625191 Pacchiardi, Lorenzo; Dutta, Ritabrata 2 2022 Sampling permutations for Shapley value estimation. Zbl 07625196 Mitchell, Rory; Cooper, Joshua; Frank, Eibe; Holmes, Geoffrey 2 2022 Debiased distributed learning for sparse partial linear models in high dimensions. Zbl 07625155 Lv, Shaogao; Lian, Heng 1 2022 Recovering shared structure from multiple networks with unknown edge distributions. Zbl 07625156 Levin, Keith; Lodhia, Asad; Levina, Elizaveta 1 2022 Exploiting locality in high-dimensional factorial hidden Markov models. Zbl 07625157 Rimella, Lorenzo; Whiteley, Nick 1 2022 Empirical risk minimization under random censorship. Zbl 07625158 Ausset, Guillaume; Clémençon, Stephan; Portier, François 1 2022 Interpolating predictors in high-dimensional factor regression. Zbl 07625163 Bunea, Florentina; Strimas-Mackey, Seth; Wegkamp, Marten 1 2022 TFPnP: tuning-free plug-and-play proximal algorithms with applications to inverse imaging problems. Zbl 07625169 Wei, Kaixuan; Aviles-Rivero, Angelica; Liang, Jingwei; Fu, Ying; Huang, Hua; Schönlieb, Carola-Bibiane 1 2022 Spatial multivariate trees for big data Bayesian regression. Zbl 07625170 Peruzzi, Michele; Dunson, David B. 1 2022 LSAR: efficient leverage score sampling algorithm for the analysis of big time series data. Zbl 07625175 Eshragh, Ali; Roosta, Fred; Nazari, Asef; Mahoney, Michael W. 1 2022 On biased stochastic gradient estimation. Zbl 07625177 Driggs, Derek; Liang, Jingwei; Schönlieb, Carola-Bibiane 1 2022 Theoretical convergence of multi-step model-agnostic meta-learning. Zbl 07625182 Ji, Kaiyi; Yang, Junjie; Liang, Yingbin 1 2022 Model averaging is asymptotically better than model selection for prediction. Zbl 07625186 Le, Tri M.; Clarke, Bertrand S. 1 2022 SODEN: a scalable continuous-time survival model through ordinary differential equation networks. Zbl 07625187 Tang, Weijing; Ma, Jiaqi; Mei, Qiaozhu; Zhu, Ji 1 2022 Optimality and stability in non-convex smooth games. Zbl 07625188 Zhang, Guojun; Poupart, Pascal; Yu, Yaoliang 1 2022 The correlation-assisted missing data estimator. Zbl 07625194 Cannings, Timothy I.; Fan, Yingying 1 2022 PAC guarantees and effective algorithms for detecting novel categories. Zbl 07625197 Liu, Si; Garrepalli, Risheek; Hendrycks, Dan; Fern, Alan; Mondal, Debashis; Dietterich, Thomas G. 1 2022 Optimal transport for stationary Markov chains via policy iteration. Zbl 07625198 O’Connor, Kevin; McGoff, Kevin; Nobel, Andrew B. 1 2022 DoubleML – an object-oriented implementation of double machine learning in Python. Zbl 07625206 Bach, Philipp; Chernozhukov, Victor; Kurz, Malte S.; Spindler, Martin 1 2022 Normalizing flows for probabilistic modeling and inference. Zbl 07370574 Papamakarios, George; Nalisnick, Eric; Rezende, Danilo Jimenez; Mohamed, Shakir; Lakshminarayanan, Balaji 32 2021 On universal approximation and error bounds for Fourier neural operators. Zbl 07626805 Kovachki, Nikola; Lanthaler, Samuel; Mishra, Siddhartha 20 2021 POT: Python optimal transport. Zbl 07370595 Flamary, Rémi; Courty, Nicolas; Gramfort, Alexandre; Alaya, Mokhtar Z.; Boisbunon, Aurélie; Chambon, Stanislas; Chapel, Laetitia; Corenflos, Adrien; Fatras, Kilian; Fournier, Nemo; Gautheron, Léo; Gayraud, Nathalie T. H.; Janati, Hicham; Rakotomamonjy, Alain; Redko, Ievgen; Rolet, Antoine; Schutz, Antony; Seguy, Vivien; Sutherland, Danica J.; Tavenard, Romain; Tong, Alexander; Vayer, Titouan 20 2021 Banach space representer theorems for neural networks and ridge splines. Zbl 1507.68250 Parhi, Rahul; Nowak, Robert D. 18 2021 Learning interaction kernels in heterogeneous systems of agents from multiple trajectories. Zbl 07370549 Lu, Fei; Maggioni, Mauro; Tang, Sui 15 2021 A Lyapunov analysis of accelerated methods in optimization. Zbl 07370630 Wilson, Ashia C.; Recht, Ben; Jordan, Michael I. 15 2021 An inertial Newton algorithm for deep learning. Zbl 1482.68211 Castera, Camille; Bolte, Jérôme; Févotte, Cédric; Pauwels, Edouard 15 2021 Convex geometry and duality of over-parameterized neural networks. Zbl 07626727 Ergen, Tolga; Pilanci, Mert 13 2021 giotto-tda: a topological data analysis toolkit for machine learning and data exploration. Zbl 07370556 Tauzin, Guillaume; Lupo, Umberto; Tunstall, Lewis; Pérez, Julian Burella; Caorsi, Matteo; Medina-Mardones, Anibal M.; Dassatti, Alberto; Hess, Kathryn 13 2021 Kernel operations on the GPU, with autodiff, without memory overflows. Zbl 07370591 Charlier, Benjamin; Feydy, Jean; Glaunès, Joan Alexis; Collin, François-David; Durif, Ghislain 13 2021 Consensus-based optimization on the sphere: convergence to global minimizers and machine learning. Zbl 07626752 Fornasier, Massimo; Pareschi, Lorenzo; Huang, Hui; Sünnen, Philippe 12 2021 Global and quadratic convergence of Newton hard-thresholding pursuit. Zbl 07370529 Zhou, Shenglong; Xiu, Naihua; Qi, Hou-Duo 11 2021 Sparse and smooth signal estimation: convexification of \(\ell_0\)-formulations. Zbl 07370569 Atamturk, Alper; Gomez, Andres; Han, Shaoning 11 2021 On the theory of policy gradient methods: optimality, approximation, and distribution shift. Zbl 07370615 Agarwal, Alekh; Kakade, Sham M.; Lee, Jason D.; Mahajan, Gaurav 11 2021 Optimal feedback law recovery by gradient-augmented sparse polynomial regression. Zbl 07370565 Azmi, Behzad; Kalise, Dante; Kunisch, Karl 10 2021 Hoeffding’s inequality for general Markov chains and its applications to statistical learning. Zbl 07415082 Fan, Jianqing; Jiang, Bai; Sun, Qiang 9 2021 Inference for multiple heterogeneous networks with a common invariant subspace. Zbl 07415085 Arroyo, Jesús; Athreya, Avanti; Cape, Joshua; Chen, Guodong; Priebe, Carey E.; Vogelstein, Joshua T. 9 2021 Determining the number of communities in degree-corrected stochastic block models. Zbl 07370586 Ma, Shujie; Su, Liangjun; Zhang, Yichong 8 2021 LassoNet: a neural network with feature sparsity. Zbl 07370644 Lemhadri, Ismael; Ruan, Feng; Abraham, Louis; Tibshirani, Robert 8 2021 Learning sparse classifiers: continuous and mixed integer optimization perspectives. Zbl 07415078 Dedieu, Antoine; Hazimeh, Hussein; Mazumder, Rahul 8 2021 Prediction under latent factor regression: adaptive PCR, interpolating predictors and beyond. Zbl 07415120 Bing, Xin; Bunea, Florentina; Strimas-Mackey, Seth; Wegkamp, Marten 8 2021 Finite time LTI system identification. Zbl 07370543 Sarkar, Tuhin; Rakhlin, Alexander; Dahleh, Munther A. 7 2021 High-order Langevin diffusion yields an accelerated MCMC algorithm. Zbl 07370559 Mou, Wenlong; Ma, Yi-An; Wainwright, Martin J.; Bartlett, Peter L.; Jordan, Michael I. 7 2021 Towards a unified analysis of random Fourier features. Zbl 07370625 Li, Zhu; Ton, Jean-Francois; Oglic, Dino; Sejdinovic, Dino 7 2021 Finite-sample analysis of interpolating linear classifiers in the overparameterized regime. Zbl 07370646 Chatterji, Niladri S.; Long, Philip M. 7 2021 Understanding how dimension reduction tools work: an empirical approach to deciphering t-SNE, UMAP, TriMap, and PaCMAP for data visualization. Zbl 07626716 Wang, Yingfan; Huang, Haiyang; Rudin, Cynthia; Shaposhnik, Yaron 6 2021 Sparsity in deep learning: pruning and growth for efficient inference and training in neural networks. Zbl 07626756 Hoefler, Torsten; Alistarh, Dan; Ben-Nun, Tal; Dryden, Nikoli; Peste, Alexandra 6 2021 Wasserstein distance estimates for the distributions of numerical approximations to ergodic stochastic differential equations. Zbl 07626757 Sanz-Serna, Jesus Maria; Zygalakis, Konstantinos C. 6 2021 Stable-Baselines3: reliable reinforcement learning implementations. Zbl 07626783 Raffin, Antonin; Hill, Ashley; Gleave, Adam; Kanervisto, Anssi; Ernestus, Maximilian; Dormann, Noah 6 2021 Convex clustering: model, theoretical guarantee and efficient algorithm. Zbl 07370526 Sun, Defeng; Toh, Kim-Chuan; Yuan, Yancheng 6 2021 A fast globally linearly convergent algorithm for the computation of Wasserstein barycenters. Zbl 07370538 Yang, Lei; Li, Jia; Sun, Defeng; Toh, Kim-Chuan 6 2021 Risk-averse learning by temporal difference methods with Markov risk measures. Zbl 07370555 Köse, Umit; Ruszczyński, Andrzej 6 2021 Wasserstein barycenters can be computed in polynomial time in fixed dimension. Zbl 07370561 Altschuler, Jason M.; Boix-Adsera, Enric 6 2021 A distributed method for fitting Laplacian regularized stratified models. Zbl 07370577 Tuck, Jonathan; Barratt, Shane; Boyd, Stephen 6 2021 On efficient multilevel clustering via Wasserstein distances. Zbl 07415088 Huynh, Viet; Ho, Nhat; Dam, Nhan; Nguyen, Xuanlong; Yurochkin, Mikhail; Bui, Hung; Phung, Dinh 6 2021 Classification vs regression in overparameterized regimes: does the loss function matter? Zbl 07626737 Muthukumar, Vidya; Narang, Adhyyan; Subramanian, Vignesh; Belkin, Mikhail; Hsu, Daniel; Sahai, Anant 5 2021 VariBAD: variational Bayes-adaptive deep RL via meta-learning. Zbl 07626804 Zintgraf, Luisa; Schulze, Sebastian; Lu, Cong; Feng, Leo; Igl, Maximilian; Shiarlis, Kyriacos; Gal, Yarin; Hofmann, Katja; Whiteson, Shimon 5 2021 Aggregated hold-out. Zbl 07370537 Maillard, Guillaume; Arlot, Sylvain; Lerasle, Matthieu 5 2021 A Bayesian contiguous partitioning method for learning clustered latent variables. Zbl 07370554 Luo, Zhao Tang; Sang, Huiyan; Mallick, Bani 5 2021 From Fourier to Koopman: spectral methods for long-term time series prediction. Zbl 07370558 Lange, Henning; Brunton, Steven L.; Kutz, J. Nathan 5 2021 Geometric structure of graph Laplacian embeddings. Zbl 07370580 García Trillos, Nicolás; Hoffmann, Franca; Hosseini, Bamdad 5 2021 Integrative high dimensional multiple testing with heterogeneity under data sharing constraints. Zbl 07370643 Liu, Molei; Xia, Yin; Cho, Kelly; Cai, Tianxi 5 2021 Representer theorems in Banach spaces: minimum norm interpolation, regularized learning and semi-discrete inverse problems. Zbl 1507.68261 Wang, Rui; Xu, Yuesheng 4 2021 How well generative adversarial networks learn distributions. Zbl 07626743 Liang, Tengyuan 4 2021 Statistically and computationally efficient change point localization in regression settings. Zbl 07626763 Wang, Daren; Zhao, Zifeng; Lin, Kevin Z.; Willett, Rebecca 4 2021 Batch greedy maximization of non-submodular functions: guarantees and applications to experimental design. 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Zbl 07370581 Hao, Botao; Wang, Boxiang; Wang, Pengyuan; Zhang, Jingfei; Yang, Jian; Sun, Will Wei 3 2021 Testing conditional independence via quantile regression based partial copulas. Zbl 07370587 Petersen, Lasse; Hansen, Niels Richard 3 2021 ...and 1559 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 30,969 Authors 63 Bühlmann, Peter 60 Sugiyama, Masashi 56 Zhou, Dingxuan 48 Fan, Jianqing 45 Lian, Heng 44 Jordan, Michael Irwin 41 Cai, Tony Tony 40 Liu, Yufeng 39 Gasnikov, Aleksandr V. 39 Karniadakis, George Em 35 Suykens, Johan A. K. 34 Van de Geer, Sara Anna 33 Boyd, Stephen Poythress 33 Wasserman, Larry Alan 32 Dunson, David Brian 32 Liu, Han 32 Wainwright, Martin J. 30 Huang, Jian 30 Nott, David John 30 Zhang, Tong 29 Wu, Qiang 28 Hullermeier, Eyke 27 Kanamori, Takafumi 27 Li, Runze 26 Attouch, Hedy 26 Toh, Kim Chuan 25 Priebe, Carey E. 25 Richtárik, Peter 25 Rosasco, Lorenzo A. 25 Shi, Lei 25 Tsybakov, Alexandre B. 24 Bertsimas, Dimitris John 24 Suzuki, Taiji 23 Alquier, Pierre 23 Bach, Francis R. 23 Ng, Michael Kwok-Po 23 Steinwart, Ingo 23 Wang, Shitong 23 Zhu, Ji 22 Jentzen, Arnulf 22 Li, Lexin 22 Schölkopf, Bernhard 22 Vehtari, Aki 22 Yuan, Ming 21 Bouveyron, Charles 21 Chen, Dirong 21 Girolami, Mark A. 21 Jiao, Yuling 21 Michailidis, George C. 21 Yin, Wotao 21 Zhou, Zhihua 20 Bartlett, Peter L. 20 Li, Tianrui 20 Liu, Yanyan 20 Qu, Annie 20 Shen, Xiaotong 20 Sheng, Baohuai 20 Wang, Junhui 20 Xiang, Dao-Hong 20 Yu, Bin 20 Zheng, Zemin 19 Blanchard, Gilles 19 Mahoney, Michael W. 19 Mukherjee, Sayan 19 Murphy, Thomas Brendan 19 Pan, Shaohua 19 Rudin, Cynthia 19 Sun, Hongwei 18 Boţ, Radu Ioan 18 Carrizosa, Emilio 18 Chen, Hong 18 Chung, Fu-Lai 18 Corander, Jukka 18 Dvurechensky, Pavel E. 18 Guo, Zheng-Chu 18 Kaski, Samuel 18 Larrañaga, Pedro 18 Levina, Elizaveta 18 Lv, Shaogao 18 Mazumder, Rahul 18 Pedrycz, Witold 18 Rinaldo, Alessandro 18 Sun, Defeng 18 Tian, Yingjie 18 Verzelen, Nicolas 18 Wen, Zaiwen 18 Xiu, Naihua 18 Xu, Yangyang 17 Candès, Emmanuel J. 17 Chen, Xi 17 Clémençon, Stéphan 17 Corani, Giorgio 17 De Baets, Bernard 17 Drton, Mathias 17 Fadili, Jalal M. 17 Hu, Ting 17 Jørgensen, Palle E. T. 17 Lan, Guanghui 17 Latouche, Pierre 17 Li, Hongzhe ...and 30,869 more Authors all top 5 Cited in 771 Journals 819 Machine Learning 680 Journal of Machine Learning Research (JMLR) 563 The Annals of Statistics 513 Information Sciences 440 Pattern Recognition 434 Electronic Journal of Statistics 407 Computational Statistics and Data Analysis 355 Journal of the American Statistical Association 353 Neural Networks 334 Statistics and Computing 297 Neural Computation 273 The Annals of Applied Statistics 236 SIAM Journal on Optimization 227 Mathematical Programming. Series A. 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Mathematics 36 Applied Mathematics and Optimization 35 Discrete Applied Mathematics 35 Computational Mechanics 35 Computational Geosciences 33 Optimization ...and 671 more Journals all top 5 Cited in 62 Fields 9,545 Statistics (62-XX) 7,575 Computer science (68-XX) 3,245 Operations research, mathematical programming (90-XX) 2,625 Numerical analysis (65-XX) 1,278 Probability theory and stochastic processes (60-XX) 981 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 829 Information and communication theory, circuits (94-XX) 825 Biology and other natural sciences (92-XX) 669 Combinatorics (05-XX) 595 Linear and multilinear algebra; matrix theory (15-XX) 569 Systems theory; control (93-XX) 529 Calculus of variations and optimal control; optimization (49-XX) 332 Partial differential equations (35-XX) 320 Functional analysis (46-XX) 236 Operator theory (47-XX) 212 Dynamical systems and ergodic theory (37-XX) 192 Statistical mechanics, structure of matter (82-XX) 189 Fluid mechanics (76-XX) 181 Mechanics of deformable solids (74-XX) 173 Approximations and expansions (41-XX) 163 Quantum theory (81-XX) 138 Algebraic topology (55-XX) 136 Geophysics (86-XX) 123 Differential geometry (53-XX) 117 Harmonic analysis on Euclidean spaces (42-XX) 94 Convex and discrete geometry (52-XX) 85 Ordinary differential equations (34-XX) 67 Algebraic geometry (14-XX) 62 Global analysis, analysis on manifolds (58-XX) 57 Mathematical logic and foundations (03-XX) 53 Mechanics of particles and systems (70-XX) 48 General and overarching topics; collections (00-XX) 47 Real functions (26-XX) 41 General topology (54-XX) 38 Measure and integration (28-XX) 33 Integral equations (45-XX) 29 Optics, electromagnetic theory (78-XX) 28 Manifolds and cell complexes (57-XX) 23 Geometry (51-XX) 21 History and biography (01-XX) 21 Classical thermodynamics, heat transfer (80-XX) 19 Special functions (33-XX) 19 Relativity and gravitational theory (83-XX) 18 Order, lattices, ordered algebraic structures (06-XX) 17 Commutative algebra (13-XX) 15 Number theory (11-XX) 13 Functions of a complex variable (30-XX) 13 Astronomy and astrophysics (85-XX) 11 Category theory; homological algebra (18-XX) 11 Integral transforms, operational calculus (44-XX) 10 Topological groups, Lie groups (22-XX) 9 Difference and functional equations (39-XX) 9 Abstract harmonic analysis (43-XX) 8 Group theory and generalizations (20-XX) 8 Potential theory (31-XX) 8 Several complex variables and analytic spaces (32-XX) 7 Associative rings and algebras (16-XX) 6 Mathematics education (97-XX) 2 General algebraic systems (08-XX) 2 Nonassociative rings and algebras (17-XX) 1 Field theory and polynomials (12-XX) 1 Sequences, series, summability (40-XX) Citations by Year