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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: 2,574 Publications (since 2001)
References Indexed: 956 Publications with 54,533 References.
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 4,707 more Authors
all top 5

Fields

1,973 Computer science (68-XX)
1,482 Statistics (62-XX)
298 Operations research, mathematical programming (90-XX)
198 Probability theory and stochastic processes (60-XX)
160 Numerical analysis (65-XX)
80 Combinatorics (05-XX)
74 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
62 Information and communication theory, circuits (94-XX)
48 Linear and multilinear algebra; matrix theory (15-XX)
38 Biology and other natural sciences (92-XX)
35 Functional analysis (46-XX)
19 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

Citations contained in zbMATH Open

2,221 Publications have been cited 36,265 times in 19,957 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
755
2011
Statistical comparisons of classifiers over multiple data sets. Zbl 1222.68184
Demšar, Janez
613
2006
On model selection consistency of Lasso. Zbl 1222.62008
Zhao, Peng; Yu, Bin
581
2006
Latent Dirichlet allocation. Zbl 1112.68379
Blei, David M.; Ng, Andrew Y.; Jordan, Michael I.
434
2003
An introduction to variable and feature selection. Zbl 1102.68556
Guyon, Isabelle; Elisseeff, André
402
2003
Dropout: a simple way to prevent neural networks from overfitting. Zbl 1318.68153
Srivastava, Nitish; Hinton, Geoffrey; Krizhevsky, Alex; Sutskever, Ilya; Salakhutdinov, Ruslan
385
2014
Adaptive subgradient methods for online learning and stochastic optimization. Zbl 1280.68164
Duchi, John; Hazan, Elad; Singer, Yoram
347
2011
Visualizing data using t-SNE. Zbl 1225.68219
van der Maaten, Laurens; Hinton, Geoffrey
325
2008
The no-U-turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo. Zbl 1319.60150
Hoffman, Matthew D.; Gelman, Andrew
271
2014
Manifold regularization: a geometric framework for learning from labeled and unlabeled examples. Zbl 1222.68144
Belkin, Mikhail; Niyogi, Partha; Sindhwani, Vikas
265
2006
Sparse Bayesian learning and the relevance vector machine. Zbl 0997.68109
Tipping, Michael E.
264
2001
Automatic differentiation in machine learning: a survey. Zbl 06982909
Baydin, Atılım Güneş; Pearlmutter, Barak A.; Radul, Alexey Andreyevich; Siskind, Jeffrey Mark
251
2018
Confidence intervals and hypothesis testing for high-dimensional regression. Zbl 1319.62145
Javanmard, Adel; Montanari, Andrea
241
2014
Rademacher and Gaussian complexities: risk bounds and structural results. Zbl 1084.68549
Bartlett, Peter L.; Mendelson, Shahar
231
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
228
2008
Mixed membership stochastic blockmodels. Zbl 1225.68143
Airoldi, Edoardo M.; Blei, David M.; Fienberg, Stephen E.; Xing, Eric P.
226
2008
A kernel two-sample test. Zbl 1283.62095
Gretton, Arthur; Borgwardt, Karsten M.; Rasch, Malte J.; Schölkopf, Bernhard; Smola, Alexander
220
2012
Asymptotic equivalence of Bayes cross validation and widely applicable information criterion in singular learning theory. Zbl 1242.62024
Watanabe, Sumio
210
2010
A differential equation for modeling Nesterov’s accelerated gradient method: theory and insights. Zbl 1391.90667
Su, Weijie; Boyd, Stephen; Candès, Emmanuel J.
203
2016
Cluster ensembles – a knowledge reuse framework for combining multiple partitions. Zbl 1084.68759
Strehl, Alexander; Ghosh, Joydeep
201
2003
Stochastic variational inference. Zbl 1317.68163
Hoffman, Matthew D.; Blei, David M.; Wang, Chong; Paisley, John
169
2013
Learning the kernel matrix with semidefinite programming. Zbl 1222.68241
Lanckriet, Gert R. G.; Cristianini, Nello; Bartlett, Peter; El Ghaoui, Laurent; Jordan, Michael I.
168
2004
Manopt, a Matlab toolbox for optimization on manifolds. Zbl 1319.90003
Boumal, Nicolas; Mishra, Bamdev; Absil, P.-A.; Sepulchre, Rodolphe
166
2014
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
160
2008
Clustering with Bregman divergences. Zbl 1190.62117
Banerjee, Arindam; Merugu, Srujana; Dhillon, Inderjit S.; Ghosh, Joydeep
159
2005
Stability and generalization. Zbl 1007.68083
Bousquet, Olivier; Elisseeff, André
157
2002
Non-negative matrix factorization with sparseness constraints. Zbl 1222.68218
Hoyer, Patrik O.
151
2004
Community detection and stochastic block models: recent developments. Zbl 1403.62110
Abbe, Emmanuel
149
2018
Random search for hyper-parameter optimization. Zbl 1283.68282
Bergstra, James; Bengio, Yoshua
147
2012
Kernel independent component analysis. Zbl 1088.68689
Bach, Francis R.; Jordan, Michael I.
146
2003
Near-optimal sensor placements in Gaussian processes: theory, efficient algorithms and empirical studies. Zbl 1225.68192
Krause, Andreas; Singh, Ajit; Guestrin, Carlos
144
2008
A simpler approach to matrix completion. Zbl 1280.68141
Recht, Benjamin
143
2011
Deep hidden physics models: deep learning of nonlinear partial differential equations. Zbl 1439.68021
Raissi, Maziar
141
2018
Stochastic dual coordinate ascent methods for regularized loss minimization. Zbl 1307.68073
Shalev-Shwartz, Shai; Zhang, Tong
136
2013
Tensor decompositions for learning latent variable models. Zbl 1319.62109
Anandkumar, Animashree; Ge, Rong; Hsu, Daniel; Kakade, Sham M.; Telgarsky, Matus
130
2014
Spectral regularization algorithms for learning large incomplete matrices. Zbl 1242.68237
Mazumder, Rahul; Hastie, Trevor; Tibshirani, Robert
125
2010
Matrix completion from noisy entries. Zbl 1242.62069
Keshavan, Raghunandan H.; Montanari, Andrea; Oh, Sewoong
125
2010
CVXPY: a Python-embedded modeling language for convex optimization. Zbl 1360.90008
Diamond, Steven; Boyd, Stephen
124
2016
Online learning for matrix factorization and sparse coding. Zbl 1242.62087
Mairal, Julien; Bach, Francis; Ponce, Jean; Sapiro, Guillermo
124
2010
Optimal structure identification with greedy search. Zbl 1084.68519
Chickering, David Maxwell
122
2003
Statistical topological data analysis using persistence landscapes. Zbl 1337.68221
Bubenik, Peter
121
2015
A unifying view of sparse approximate Gaussian process regression. Zbl 1222.68282
Quiñonero-Candela, Joaquin; Rasmussen, Carl Edward
121
2005
Ultrahigh dimensional feature selection: beyond the linear model. Zbl 1235.62089
Fan, Jianqing; Samworth, Richard; Wu, Yichao
117
2009
On the influence of the kernel on the consistency of support vector machines. Zbl 1009.68143
Steinwart, Ingo
116
2002
The nonparanormal: semiparametric estimation of high dimensional undirected graphs. Zbl 1235.62035
Liu, Han; Lafferty, John; Wasserman, Larry
112
2009
Information theoretic measures for clusterings comparison: variants, properties, normalization and correction for chance. Zbl 1242.62062
Vinh, Nguyen Xuan; Epps, Julien; Bailey, James
110
2010
Analysis of multi-stage convex relaxation for sparse regularization. Zbl 1242.68262
Zhang, Tong
110
2010
Consistency of the group Lasso and multiple kernel learning. Zbl 1225.68147
Bach, Francis R.
108
2008
Divide and conquer kernel ridge regression: a distributed algorithm with minimax optimal rates. Zbl 1351.62142
Zhang, Yuchen; Duchi, John; Wainwright, Martin
107
2015
Support vector machine soft margin classifiers: error analysis. Zbl 1222.68167
Chen, Di-Rong; Wu, Qiang; Ying, Yiming; Zhou, Ding-Xuan
106
2004
High dimensional inverse covariance matrix estimation via linear programming. Zbl 1242.62043
Yuan, Ming
105
2010
Hilbert space embeddings and metrics on probability measures. Zbl 1242.60005
Sriperumbudur, Bharath K.; Gretton, Arthur; Fukumizu, Kenji; Schölkopf, Bernhard; Lanckriet, Gert R. G.
105
2010
Regularized \(M\)-estimators with nonconvexity: statistical and algorithmic theory for local optima. Zbl 1360.62276
Loh, Po-Ling; Wainwright, Martin J.
104
2015
Think globally, fit locally: unsupervised learning of low dimensional manifolds. Zbl 1093.68089
Saul, Lawrence K.; Roweis, Sam T.
101
2004
On the algorithmic implementation of multiclass kernel-based vector machines. Zbl 1037.68110
Crammer, Koby; Singer, Yoram
99
2002
Quantile regression forests. Zbl 1222.68262
Meinshausen, Nicolai
98
2006
Restricted strong convexity and weighted matrix completion: optimal bounds with noise. Zbl 1436.62204
Negahban, Sahand; Wainwright, Martin J.
97
2012
Breaking the curse of dimensionality with convex neural networks. Zbl 1433.68390
Bach, Francis
96
2017
Restricted eigenvalue properties for correlated Gaussian designs. Zbl 1242.62071
Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin
94
2010
Large margin methods for structured and interdependent output variables. Zbl 1222.68321
Tsochantaridis, Ioannis; Joachims, Thorsten; Hofmann, Thomas; Altun, Yasemin
94
2005
Estimating high-dimensional directed acyclic graphs with the PC-algorithm. Zbl 1222.68229
Kalisch, Markus; Bühlmann, Peter
94
2007
A statistical perspective on algorithmic leveraging. Zbl 1337.62164
Ma, Ping; Mahoney, Michael W.; Yu, Bin
92
2015
Reducing multiclass to binary: A unifying approach for margin classifiers. Zbl 1013.68175
Allwein, Erin L.; Schapire, Robert E.; Singer, Yoram
92
2001
Universal kernels. Zbl 1222.68266
Micchelli, Charles A.; Xu, Yuesheng; Zhang, Haizhang
92
2006
Clustering on the unit hypersphere using von Mises-Fisher distributions. Zbl 1190.62116
Banerjee, Arindam; Dhillon, Inderjit S.; Ghosh, Joydeep; Sra, Suvrit
91
2005
Generalized power method for sparse principal component analysis. Zbl 1242.62048
Journée, Michel; Nesterov, Yurii; Richtárik, Peter; Sepulchre, Rodolphe
91
2010
Use of the zero-norm with linear models and kernel methods. Zbl 1102.68605
Weston, Jason; Elisseeff, André; Schölkopf, Bernhard; Tipping, Mike
90
2003
Efficient online and batch learning using forward backward splitting. Zbl 1235.62151
Duchi, John; Singer, Yoram
90
2009
An extension on “Statistical comparisons of classifiers over multiple data sets” for all pairwise comparisons. Zbl 1225.68178
García, Salvador; Herrera, Francisco
87
2008
On the Nyström method for approximating a gram matrix for improved kernel-based learning. Zbl 1222.68186
Drineas, Petros; Mahoney, Michael W.
86
2005
Distance metric learning for large margin nearest neighbor classification. Zbl 1235.68204
Weinberger, Kilian Q.; Saul, Lawrence K.
85
2009
Nonparametric quantile estimation. Zbl 1222.68316
Takeuchi, Ichiro; Le, Quoc V.; Sears, Timothy D.; Smola, Alexander J.
84
2006
The entire regularization path for the support vector machine. Zbl 1222.68213
Hastie, Trevor; Rosset, Saharon; Tibshirani, Robert; Zhu, Ji
83
2004
A linear non-Gaussian acyclic model for causal discovery. Zbl 1222.68304
Shimizu, Shohei; Hoyer, Patrik O.; Hyvärinen, Aapo; Kerminen, Antti
82
2006
Communication-efficient algorithms for statistical optimization. Zbl 1318.62016
Zhang, Yuchen; Duchi, John C.; Wainwright, Martin J.
80
2013
An efficient boosting algorithm for combining preferences. Zbl 1098.68652
Freund, Yoav; Iyer, Raj; Schapire, Robert E.; Singer, Yoram
79
2004
Least-squares policy iteration. Zbl 1094.68080
Lagoudakis, Michail G.; Parr, Ronald
79
2004
Estimation of non-normalized statistical models by score matching. Zbl 1222.62051
Hyvärinen, Aapo
78
2005
On learning with integral operators. Zbl 1242.62059
Rosasco, Lorenzo; Belkin, Mikhail; De Vito, Ernesto
78
2010
Do we need hundreds of classifiers to solve real world classification problems? Zbl 1319.62005
Fernández-Delgado, Manuel; Cernadas, Eva; Barro, Senén; Amorim, Dinani
76
2014
Communication-efficient sparse regression. Zbl 1434.62157
Lee, Jason D.; Liu, Qiang; Sun, Yuekai; Taylor, Jonathan E.
74
2017
Fast approximation of matrix coherence and statistical leverage. Zbl 1437.65030
Drineas, Petros; Magdon-Ismail, Malik; Mahoney, Michael W.; Woodruff, David P.
74
2012
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
74
2010
Multiple kernel learning algorithms. Zbl 1280.68167
Gönen, Mehmet; Alpaydın, Ethem
74
2011
Kronecker graphs: an approach to modeling networks. Zbl 1242.05256
Leskovec, Jure; Chakrabarti, Deepayan; Kleinberg, Jon; Faloutsos, Christos; Ghahramani, Zoubin
74
2010
Penalized model-based clustering with application to variable selection. Zbl 1222.68279
Pan, Wei; Shen, Xiaotong
72
2007
In defense of one-vs-all classification. Zbl 1222.68287
Rifkin, Ryan; Klautau, Aldebaro
72
2004
Analysis of a random forests model. Zbl 1283.62127
Biau, Gérard
71
2012
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
Learning the kernel function via regularization. Zbl 1222.68265
Micchelli, Charles A.; Pontil, Massimiliano
70
2005
Learning equivalence classes of Bayesian-network structures. Zbl 1007.68179
Chickering, David Maxwell
69
2002
Consistency of random forests and other averaging classifiers. Zbl 1225.62081
Biau, Gérard; Devroye, Luc; Lugosi, Gábor
69
2008
Distributed learning with regularized least squares. Zbl 1435.68273
Lin, Shao-Bo; Guo, Xin; Zhou, Ding-Xuan
69
2017
Universality, characteristic kernels and RKHS embedding of measures. Zbl 1280.68198
Sriperumbudur, Bharath K.; Fukumizu, Kenji; Lanckriet, Gert R. G.
68
2011
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
67
2017
Efficient SVM training using low-rank kernel representations. Zbl 1037.68112
Fine, Shai; Scheinberg, Katya
67
2002
Support vector clustering. Zbl 1002.68598
Ben-Hur, Asa; Horn, David; Siegelmann, Hava T.; Vapnik, Vladimir
67
2002
Reproducing kernel Banach spaces for machine learning. Zbl 1235.68217
Zhang, Haizhang; Xu, Yuesheng; Zhang, Jun
65
2009
Minimax-optimal rates for sparse additive models over kernel classes via convex programming. Zbl 1283.62071
Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin
64
2012
Dual averaging methods for regularized stochastic learning and online optimization. Zbl 1242.62011
Xiao, Lin
64
2010
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
7
2022
Solving large-scale sparse PCA to certifiable (near) optimality. Zbl 07625166
Bertsimas, Dimitris; Cory-Wright, Ryan; Pauphilet, Jean
5
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.
5
2022
Accelerated zeroth-order and first-order momentum methods from mini to minimax optimization. Zbl 07625189
Huang, Feihu; Gao, Shangqian; Pei, Jian; Huang, Heng
5
2022
Approximate information state for approximate planning and reinforcement learning in partially observed systems. Zbl 07625165
Subramanian, Jayakumar; Sinha, Amit; Seraj, Raihan; Mahajan, Aditya
4
2022
Efficient MCMC sampling with dimension-free convergence rate using ADMM-type splitting. Zbl 07625178
Vono, Maxime; Paulin, Daniel; Doucet, Arnaud
4
2022
Structure-adaptive manifold estimation. Zbl 07625193
Puchkin, Nikita; Spokoiny, Vladimir
4
2022
Near optimality of finite memory feedback policies in partially observed Markov decision processes. Zbl 07625164
Kara, Ali Devran; Yüksel, Serdar
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
Projected statistical methods for distributional data on the real line with the Wasserstein metric. Zbl 07625190
Pegoraro, Matteo; Beraha, Mario
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
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
DoubleML – an object-oriented implementation of double machine learning in Python. Zbl 07625206
Bach, Philipp; Chernozhukov, Victor; Kurz, Malte S.; Spindler, Martin
2
2022
Debiased distributed learning for sparse partial linear models in high dimensions. Zbl 07625155
Lv, Shaogao; Lian, Heng
2
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
On generalizations of some distance based classifiers for HDLSS data. Zbl 07625167
Roy, Sarbojit; Sarkar, Soham; Dutta, Subhajit; Ghosh, Anil K.
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
Universal approximation in dropout neural networks. Zbl 07625172
Manita, Oxana A.; Peletier, Mark A.; Portegies, Jacobus W.; Sanders, Jaron; Senen-Cerda, Albert
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
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
Inherent tradeoffs in learning fair representations. Zbl 1511.68236
Zhao, Han; Gordon, Geoffrey J.
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
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
Normalizing flows for probabilistic modeling and inference. Zbl 07370574
Papamakarios, George; Nalisnick, Eric; Rezende, Danilo Jimenez; Mohamed, Shakir; Lakshminarayanan, Balaji
38
2021
On universal approximation and error bounds for Fourier neural operators. Zbl 07626805
Kovachki, Nikola; Lanthaler, Samuel; Mishra, Siddhartha
25
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
24
2021
Banach space representer theorems for neural networks and ridge splines. Zbl 1507.68250
Parhi, Rahul; Nowak, Robert D.
19
2021
An inertial Newton algorithm for deep learning. Zbl 1482.68211
Castera, Camille; Bolte, Jérôme; Févotte, Cédric; Pauwels, Edouard
17
2021
A Lyapunov analysis of accelerated methods in optimization. Zbl 07370630
Wilson, Ashia C.; Recht, Ben; Jordan, Michael I.
16
2021
Learning interaction kernels in heterogeneous systems of agents from multiple trajectories. Zbl 07370549
Lu, Fei; Maggioni, Mauro; Tang, Sui
15
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
15
2021
Consensus-based optimization on the sphere: convergence to global minimizers and machine learning. Zbl 07626752
Fornasier, Massimo; Pareschi, Lorenzo; Huang, Hui; Sünnen, Philippe
14
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
Global and quadratic convergence of Newton hard-thresholding pursuit. Zbl 07370529
Zhou, Shenglong; Xiu, Naihua; Qi, Hou-Duo
13
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
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.
11
2021
Optimal feedback law recovery by gradient-augmented sparse polynomial regression. Zbl 07370565
Azmi, Behzad; Kalise, Dante; Kunisch, Karl
11
2021
Sparse and smooth signal estimation: convexification of \(\ell_0\)-formulations. Zbl 07370569
Atamturk, Alper; Gomez, Andres; Han, Shaoning
11
2021
Stable-Baselines3: reliable reinforcement learning implementations. Zbl 07626783
Raffin, Antonin; Hill, Ashley; Gleave, Adam; Kanervisto, Anssi; Ernestus, Maximilian; Dormann, Noah
9
2021
Determining the number of communities in degree-corrected stochastic block models. Zbl 07370586
Ma, Shujie; Su, Liangjun; Zhang, Yichong
9
2021
Hoeffding’s inequality for general Markov chains and its applications to statistical learning. Zbl 07415082
Fan, Jianqing; Jiang, Bai; Sun, Qiang
9
2021
Finite time LTI system identification. Zbl 07370543
Sarkar, Tuhin; Rakhlin, Alexander; Dahleh, Munther A.
9
2021
Wasserstein barycenters can be computed in polynomial time in fixed dimension. Zbl 07370561
Altschuler, Jason M.; Boix-Adsera, Enric
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
How well generative adversarial networks learn distributions. Zbl 07626743
Liang, Tengyuan
7
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
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
Integrative high dimensional multiple testing with heterogeneity under data sharing constraints. Zbl 07370643
Liu, Molei; Xia, Yin; Cho, Kelly; Cai, Tianxi
7
2021
Finite-sample analysis of interpolating linear classifiers in the overparameterized regime. Zbl 07370646
Chatterji, Niladri S.; Long, Philip M.
7
2021
Convex clustering: model, theoretical guarantee and efficient algorithm. Zbl 07370526
Sun, Defeng; Toh, Kim-Chuan; Yuan, Yancheng
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
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
Risk-averse learning by temporal difference methods with Markov risk measures. Zbl 07370555
Köse, Umit; Ruszczyński, Andrzej
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
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
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
Statistically and computationally efficient change point localization in regression settings. Zbl 07626763
Wang, Daren; Zhao, Zifeng; Lin, Kevin Z.; Willett, Rebecca
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
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
PeerReview4All: fair and accurate reviewer assignment in peer review. Zbl 07415106
Stelmakh, Ivan; Shah, Nihar; Singh, Aarti
5
2021
First-order convergence theory for weakly-convex-weakly-concave min-max problems. Zbl 07415112
Liu, Mingrui; Rafique, Hassan; Lin, Qihang; Yang, Tianbao
5
2021
Aggregated hold-out. Zbl 07370537
Maillard, Guillaume; Arlot, Sylvain; Lerasle, Matthieu
5
2021
Understanding recurrent neural networks using nonequilibrium response theory. Zbl 07370564
Lim, Soon Hoe
5
2021
Batch greedy maximization of non-submodular functions: guarantees and applications to experimental design. Zbl 07626767
Jagalur-Mohan, Jayanth; Marzouk, Youssef
4
2021
Regularized spectral methods for clustering signed networks. Zbl 07626779
Cucuringu, Mihai; Singh, Apoorv Vikram; Sulem, Déborah; Tyagi, Hemant
4
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
Dynamic tensor recommender systems. Zbl 07370582
Zhang, Yanqing; Bi, Xuan; Tang, Niansheng; Qu, Annie
4
2021
Path length bounds for gradient descent and flow. Zbl 07370585
Gupta, Chirag; Balakrishnan, Sivaraman; Ramdas, Aaditya
4
2021
Testing conditional independence via quantile regression based partial copulas. Zbl 07370587
Petersen, Lasse; Hansen, Niels Richard
4
2021
Pathwise conditioning of Gaussian processes. Zbl 07370622
Wilson, James T.; Borovitskiy, Viacheslav; Terenin, Alexander; Mostowsky, Peter; Deisenroth, Marc Peter
4
2021
Strong consistency, graph Laplacians, and the stochastic block model. Zbl 07370634
Deng, Shaofeng; Ling, Shuyang; Strohmer, Thomas
4
2021
Accelerating ill-conditioned low-rank matrix estimation via scaled gradient descent. Zbl 07415093
Tong, Tian; Ma, Cong; Chi, Yuejie
4
2021
Mode-wise tensor decompositions: multi-dimensional generalizations of CUR decompositions. Zbl 07415128
Cai, Hanqin; Hamm, Keaton; Huang, Longxiu; Needell, Deanna
4
2021
Inference in high-dimensional single-index models under symmetric designs. Zbl 07370544
Eftekhari, Hamid; Banerjee, Moulinath; Ritov, Ya’acov
4
2021
FLAME: a fast large-scale almost matching exactly approach to causal inference. Zbl 07370548
Wang, Tianyu; Morucci, Marco; Awan, M. Usaid; Liu, Yameng; Roy, Sudeepa; Rudin, Cynthia; Volfovsky, Alexander
4
2021
GemBag: group estimation of multiple Bayesian graphical models. Zbl 07370571
Yang, Xinming; Gan, Lingrui; Narisetty, Naveen N.; Liang, Feng
4
2021
Estimation and inference for high dimensional generalized linear models: a splitting and smoothing approach. Zbl 07370575
Fei, Zhe; Li, Yi
4
2021
Statistical query lower bounds for tensor PCA. Zbl 07370600
Dudeja, Rishabh; Hsu, Daniel
4
2021
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63 Bühlmann, Peter
61 Sugiyama, Masashi
58 Zhou, Dingxuan
51 Fan, Jianqing
49 Lian, Heng
46 Jordan, Michael Irwin
43 Cai, Tianwen
41 Gasnikov, Aleksandr V.
41 Karniadakis, George Em
41 Liu, Yufeng
37 Van de Geer, Sara Anna
35 Suykens, Johan A. K.
34 Dunson, David Brian
33 Boyd, Stephen Poythress
33 Liu, Han
33 Wainwright, Martin J.
33 Wasserman, Larry Alan
31 Wu, Qiang
31 Zhang, Tong
30 Huang, Jian
30 Nott, David John
29 Li, Runze
28 Toh, Kim Chuan
27 Hullermeier, Eyke
27 Kanamori, Takafumi
27 Priebe, Carey E.
27 Richtárik, Peter
26 Attouch, Hedy
26 Li, Tianrui
25 Bach, Francis R.
25 Bertsimas, Dimitris John
25 Michailidis, George C.
25 Rosasco, Lorenzo A.
25 Schölkopf, Bernhard
25 Shi, Lei
25 Tsybakov, Alexandre B.
25 Vehtari, Aki
24 Alquier, Pierre
24 Girolami, Mark A.
24 Jentzen, Arnulf
24 Ng, Michael Kwok-Po
24 Steinwart, Ingo
24 Suzuki, Taiji
24 Wang, Shitong
24 Zhu, Ji
23 Qu, Annie
23 Yuan, Ming
22 Li, Lexin
22 Shen, Xiaotong
22 Yu, Bin
22 Zhou, Zhihua
21 Bouveyron, Charles
21 Chen, Dirong
21 Jiao, Yuling
21 Wang, Junhui
21 Yin, Wotao
21 Zheng, Zemin
20 Bartlett, Peter L.
20 Blanchard, Gilles
20 Drton, Mathias
20 Hu, Ting
20 Levina, Elizaveta
20 Liu, Yanyan
20 Mahoney, Michael W.
20 Nie, Feiping
20 Pan, Shaohua
20 Sheng, Baohuai
20 Song, Rui
20 Xiang, Dao-Hong
19 Carrizosa, Emilio
19 Chen, Hong
19 Corander, Jukka
19 Dvurechensky, Pavel E.
19 Guo, Zheng-Chu
19 Kaski, Samuel
19 Ma, Shuangge
19 Meinshausen, Nicolai
19 Mohri, Mehryar
19 Mukherjee, Sayan
19 Murphy, Thomas Brendan
19 Perdikaris, Paris G.
19 Rinaldo, Alessandro
19 Rudin, Cynthia
19 Sun, Defeng
19 Sun, Hongwei
19 Xu, Yangyang
18 Boţ, Radu Ioan
18 Candès, Emmanuel J.
18 Chen, Xi
18 Chung, Fu-Lai
18 Jørgensen, Palle E. T.
18 Larrañaga, Pedro
18 Lv, Shaogao
18 Mazumder, Rahul
18 Needell, Deanna
18 Pedrycz, Witold
18 Pillonetto, Gianluigi
18 Takáč, Martin
18 Tian, Yingjie
18 Tibshirani, Ryan J.
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