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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: http://jmlr.csail.mit.edu/papers/
Comments: Indexed cover-to-cover; This journal is available open access.
Documents Indexed: 2,438 Publications (since 2001)
References Indexed: 822 Publications with 45,769 References.
all top 5

Authors

25 Bach, Francis R.
25 Jordan, Michael Irwin
23 Wainwright, Martin J.
18 Lin, Chih-Jen
18 Schölkopf, Bernhard
17 Shalev-Shwartz, Shai
17 Zhang, Tong
16 Müller, Klaus-Robert
14 Dunson, David Brian
14 Liu, Han
14 Mahoney, Michael W.
14 Rudin, Cynthia
13 Singer, Yoram
13 Smola, Alexander J.
13 Sugiyama, Masashi
13 Zhou, Dingxuan
12 Bartlett, Peter L.
12 Bengio, Yoshua
12 Williamson, Robert C.
12 Xing, Eric P.
12 Yu, Bin
11 Dhillon, Inderjit S.
10 Fukumizu, Kenji
10 Gretton, Arthur
10 Hsieh, Cho-Jui
10 Hyvärinen, Aapo
10 Long, Philip M.
10 Maggioni, Mauro
10 Mannor, Shie
10 Pontil, Massimiliano
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 Blei, David M.
9 Bühlmann, Peter
9 Krause, Andreas
9 Munos, Rémi
9 Peters, Jan
9 Sabato, Sivan
9 Shamir, Ohad
9 Shawe-Taylor, John
9 Shen, Xiaotong
9 Tewari, Ambuj
8 Blanchard, Gilles
8 Bottou, Léon
8 Crammer, Koby
8 El-Yaniv, Ran
8 Gentile, Claudio
8 Ghahramani, Zoubin
8 Gupta, Maya R.
8 Hastie, Trevor John
8 Langford, John
8 Larochelle, Hugo
8 Lin, Qihang
8 Raskutti, Garvesh
8 Rosasco, Lorenzo A.
8 Teh, Yee Whye
8 Wu, Qiang
7 Bubeck, Sébastien
7 Fern, Alan P.
7 Gaïffas, Stéphane
7 Gao, Chao
7 Ghavamzadeh, Mohammad
7 Hsu, Daniel
7 Kakade, Sham M.
7 Lebanon, Guy
7 Mairal, Julien
7 Michailidis, George C.
7 Mohri, Mehryar
7 Mooij, Joris M.
7 Mukherjee, Sayan
7 Neumann, Gerhard
7 Schapire, Robert E.
7 Servedio, Rocco A.
7 Sriperumbudur, Bharath K.
7 Tsang, Ivor Wai-Hung
7 Vehtari, Aki
7 von Luxburg, Ulrike
7 Vovk, Vladimir G.
7 Wang, Shusen
7 Willsky, Alan Steven
7 Yuan, Ming
6 Bhattacharyya, Chiranjib
6 Biau, Gérard
6 Bousquet, Olivier
6 Cesa-Bianchi, Nicolò
6 Duchi, John C.
6 Gomez-Rodriguez, Manuel
6 Gramfort, Alexandre
6 Hanneke, Steve
6 Hazan, Elad
6 Hoyer, Patrik O.
6 Kolar, Mladen
6 Lanckriet, Gert R. G.
6 Lawrence, Neil D.
...and 4,473 more Authors
all top 5

Fields

1,905 Computer science (68-XX)
1,306 Statistics (62-XX)
243 Operations research, mathematical programming (90-XX)
175 Probability theory and stochastic processes (60-XX)
127 Numerical analysis (65-XX)
71 Combinatorics (05-XX)
63 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
57 Information and communication theory, circuits (94-XX)
41 Linear and multilinear algebra; matrix theory (15-XX)
34 Biology and other natural sciences (92-XX)
30 Functional analysis (46-XX)
14 Systems theory; control (93-XX)
8 Operator theory (47-XX)
8 Calculus of variations and optimal control; optimization (49-XX)
5 General and overarching topics; collections (00-XX)
5 Dynamical systems and ergodic theory (37-XX)
5 Algebraic topology (55-XX)
5 Quantum theory (81-XX)
3 History and biography (01-XX)
3 Statistical mechanics, structure of matter (82-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 Algebraic geometry (14-XX)
1 Measure and integration (28-XX)
1 Potential theory (31-XX)
1 Sequences, series, summability (40-XX)
1 Approximations and expansions (41-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 Optics, electromagnetic theory (78-XX)
1 Astronomy and astrophysics (85-XX)
1 Geophysics (86-XX)

Publications by Year

Citations contained in zbMATH Open

1,839 Publications have been cited 22,872 times in 12,889 Documents Cited by Year
On model selection consistency of Lasso. Zbl 1222.62008
Zhao, Peng; Yu, Bin
434
2006
Statistical comparisons of classifiers over multiple data sets. Zbl 1222.68184
Demšar, Janez
407
2006
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
370
2011
An introduction to variable and feature selection. Zbl 1102.68556
Guyon, Isabelle; Elisseeff, André
333
2003
Latent Dirichlet allocation. Zbl 1112.68379
Blei, David M.; Ng, Andrew Y.; Jordan, Michael I.
309
2003
Dropout: a simple way to prevent neural networks from overfitting. Zbl 1318.68153
Srivastava, Nitish; Hinton, Geoffrey; Krizhevsky, Alex; Sutskever, Ilya; Salakhutdinov, Ruslan
214
2014
Manifold regularization: a geometric framework for learning from labeled and unlabeled examples. Zbl 1222.68144
Belkin, Mikhail; Niyogi, Partha; Sindhwani, Vikas
210
2006
Sparse Bayesian learning and the relevance vector machine. Zbl 0997.68109
Tipping, Michael E.
195
2001
Model selection through sparse maximum likelihood estimation for multivariate Gaussian or binary data. Zbl 1225.68149
Banerjee, Onureena; El Ghaoui, Laurent; d’Aspremont, Alexandre
176
2008
Adaptive subgradient methods for online learning and stochastic optimization. Zbl 1280.68164
Duchi, John; Hazan, Elad; Singer, Yoram
173
2011
Rademacher and Gaussian complexities: risk bounds and structural results. Zbl 1084.68549
Bartlett, Peter L.; Mendelson, Shahar
170
2003
Mixed membership stochastic blockmodels. Zbl 1225.68143
Airoldi, Edoardo M.; Blei, David M.; Fienberg, Stephen E.; Xing, Eric P.
167
2008
Visualizing data using t-SNE. Zbl 1225.68219
van der Maaten, Laurens; Hinton, Geoffrey
165
2008
Cluster ensembles – a knowledge reuse framework for combining multiple partitions. Zbl 1084.68759
Strehl, Alexander; Ghosh, Joydeep
158
2003
Learning the kernel matrix with semidefinite programming. Zbl 1222.68241
Lanckriet, Gert R. G.; Cristianini, Nello; Bartlett, Peter; El Ghaoui, Laurent; Jordan, Michael I.
146
2004
Confidence intervals and hypothesis testing for high-dimensional regression. Zbl 1319.62145
Javanmard, Adel; Montanari, Andrea
138
2014
The no-U-turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo. Zbl 1319.60150
Hoffman, Matthew D.; Gelman, Andrew
136
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
124
2008
Non-negative matrix factorization with sparseness constraints. Zbl 1222.68218
Hoyer, Patrik O.
121
2004
Stability and generalization. Zbl 1007.68083
Bousquet, Olivier; Elisseeff, André
118
2002
Kernel independent component analysis. Zbl 1088.68689
Bach, Francis R.; Jordan, Michael I.
116
2003
Clustering with Bregman divergences. Zbl 1190.62117
Banerjee, Arindam; Merugu, Srujana; Dhillon, Inderjit S.; Ghosh, Joydeep
111
2005
A simpler approach to matrix completion. Zbl 1280.68141
Recht, Benjamin
109
2011
Manopt, a Matlab toolbox for optimization on manifolds. Zbl 1319.90003
Boumal, Nicolas; Mishra, Bamdev; Absil, P.-A.; Sepulchre, Rodolphe
106
2014
Asymptotic equivalence of Bayes cross validation and widely applicable information criterion in singular learning theory. Zbl 1242.62024
Watanabe, Sumio
106
2010
A kernel two-sample test. Zbl 1283.62095
Gretton, Arthur; Borgwardt, Karsten M.; Rasch, Malte J.; Schölkopf, Bernhard; Smola, Alexander
106
2012
A differential equation for modeling Nesterov’s accelerated gradient method: theory and insights. Zbl 1391.90667
Su, Weijie; Boyd, Stephen; Candès, Emmanuel J.
104
2016
Stochastic variational inference. Zbl 1317.68163
Hoffman, Matthew D.; Blei, David M.; Wang, Chong; Paisley, John
101
2013
Support vector machine soft margin classifiers: error analysis. Zbl 1222.68167
Chen, Di-Rong; Wu, Qiang; Ying, Yiming; Zhou, Ding-Xuan
98
2004
On the influence of the kernel on the consistency of support vector machines. Zbl 1009.68143
Steinwart, Ingo
96
2002
Stochastic dual coordinate ascent methods for regularized loss minimization. Zbl 1307.68073
Shalev-Shwartz, Shai; Zhang, Tong
96
2013
Optimal structure identification with greedy search. Zbl 1084.68519
Chickering, David Maxwell
92
2003
Online learning for matrix factorization and sparse coding. Zbl 1242.62087
Mairal, Julien; Bach, Francis; Ponce, Jean; Sapiro, Guillermo
91
2010
Near-optimal sensor placements in Gaussian processes: theory, efficient algorithms and empirical studies. Zbl 1225.68192
Krause, Andreas; Singh, Ajit; Guestrin, Carlos
90
2008
Consistency of the group Lasso and multiple kernel learning. Zbl 1225.68147
Bach, Francis R.
90
2008
Matrix completion from noisy entries. Zbl 1242.62069
Keshavan, Raghunandan H.; Montanari, Andrea; Oh, Sewoong
88
2010
Think globally, fit locally: unsupervised learning of low dimensional manifolds. Zbl 1093.68089
Saul, Lawrence K.; Roweis, Sam T.
86
2004
On the algorithmic implementation of multiclass kernel-based vector machines. Zbl 1037.68110
Crammer, Koby; Singer, Yoram
85
2002
Large margin methods for structured and interdependent output variables. Zbl 1222.68321
Tsochantaridis, Ioannis; Joachims, Thorsten; Hofmann, Thomas; Altun, Yasemin
85
2005
Tensor decompositions for learning latent variable models. Zbl 1319.62109
Anandkumar, Animashree; Ge, Rong; Hsu, Daniel; Kakade, Sham M.; Telgarsky, Matus
83
2014
Reducing multiclass to binary: A unifying approach for margin classifiers. Zbl 1013.68175
Allwein, Erin L.; Schapire, Robert E.; Singer, Yoram
81
2001
Spectral regularization algorithms for learning large incomplete matrices. Zbl 1242.68237
Mazumder, Rahul; Hastie, Trevor; Tibshirani, Robert
80
2010
Random search for hyper-parameter optimization. Zbl 1283.68282
Bergstra, James; Bengio, Yoshua
79
2012
Analysis of multi-stage convex relaxation for sparse regularization. Zbl 1242.68262
Zhang, Tong
78
2010
High dimensional inverse covariance matrix estimation via linear programming. Zbl 1242.62043
Yuan, Ming
75
2010
Use of the zero-norm with linear models and kernel methods. Zbl 1102.68605
Weston, Jason; Elisseeff, André; Schölkopf, Bernhard; Tipping, Mike
75
2003
Statistical topological data analysis using persistence landscapes. Zbl 1337.68221
Bubenik, Peter
75
2015
Ultrahigh dimensional feature selection: beyond the linear model. Zbl 1235.62089
Fan, Jianqing; Samworth, Richard; Wu, Yichao
74
2009
The nonparanormal: semiparametric estimation of high dimensional undirected graphs. Zbl 1235.62035
Liu, Han; Lafferty, John; Wasserman, Larry
72
2009
An efficient boosting algorithm for combining preferences. Zbl 1098.68652
Freund, Yoav; Iyer, Raj; Schapire, Robert E.; Singer, Yoram
71
2004
Estimating high-dimensional directed acyclic graphs with the PC-algorithm. Zbl 1222.68229
Kalisch, Markus; Bühlmann, Peter
71
2007
Automatic differentiation in machine learning: a survey. Zbl 06982909
Baydin, Atılım Güneş; Pearlmutter, Barak A.; Radul, Alexey Andreyevich; Siskind, Jeffrey Mark
70
2018
The entire regularization path for the support vector machine. Zbl 1222.68213
Hastie, Trevor; Rosset, Saharon; Tibshirani, Robert; Zhu, Ji
70
2004
An extension on “Statistical comparisons of classifiers over multiple data sets” for all pairwise comparisons. Zbl 1225.68178
García, Salvador; Herrera, Francisco
68
2008
Clustering on the unit hypersphere using von Mises-Fisher distributions. Zbl 1190.62116
Banerjee, Arindam; Dhillon, Inderjit S.; Ghosh, Joydeep; Sra, Suvrit
68
2005
Distance metric learning for large margin nearest neighbor classification. Zbl 1235.68204
Weinberger, Kilian Q.; Saul, Lawrence K.
67
2009
Restricted strong convexity and weighted matrix completion: optimal bounds with noise. Zbl 1436.62204
Negahban, Sahand; Wainwright, Martin J.
66
2012
A unifying view of sparse approximate Gaussian process regression. Zbl 1222.68282
Quiñonero-Candela, Joaquin; Rasmussen, Carl Edward
66
2005
Universal kernels. Zbl 1222.68266
Micchelli, Charles A.; Xu, Yuesheng; Zhang, Haizhang
65
2006
Learning the kernel function via regularization. Zbl 1222.68265
Micchelli, Charles A.; Pontil, Massimiliano
64
2005
Regularized \(M\)-estimators with nonconvexity: statistical and algorithmic theory for local optima. Zbl 1360.62276
Loh, Po-Ling; Wainwright, Martin J.
64
2015
Hilbert space embeddings and metrics on probability measures. Zbl 1242.60005
Sriperumbudur, Bharath K.; Gretton, Arthur; Fukumizu, Kenji; Schölkopf, Bernhard; Lanckriet, Gert R. G.
63
2010
In defense of one-vs-all classification. Zbl 1222.68287
Rifkin, Ryan; Klautau, Aldebaro
63
2004
Efficient online and batch learning using forward backward splitting. Zbl 1235.62151
Duchi, John; Singer, Yoram
62
2009
Quantile regression forests. Zbl 1222.68262
Meinshausen, Nicolai
62
2006
Restricted eigenvalue properties for correlated Gaussian designs. Zbl 1242.62071
Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin
61
2010
Least-squares policy iteration. Zbl 1094.68080
Lagoudakis, Michail G.; Parr, Ronald
61
2004
Generalized power method for sparse principal component analysis. Zbl 1242.62048
Journée, Michel; Nesterov, Yurii; Richtárik, Peter; Sepulchre, Rodolphe
59
2010
CVXPY: a Python-embedded modeling language for convex optimization. Zbl 1360.90008
Diamond, Steven; Boyd, Stephen
59
2016
Working set selection using second order information for training support vector machines. Zbl 1222.68198
Fan, Rong-En; Chen, Pai-Hsuen; Lin, Chih-Jen
58
2005
Nonparametric quantile estimation. Zbl 1222.68316
Takeuchi, Ichiro; Le, Quoc V.; Sears, Timothy D.; Smola, Alexander J.
58
2006
Models of cooperative teaching and learning. Zbl 1280.68224
Zilles, Sandra; Lange, Steffen; Holte, Robert; Zinkevich, Martin
56
2011
On the Nyström method for approximating a gram matrix for improved kernel-based learning. Zbl 1222.68186
Drineas, Petros; Mahoney, Michael W.
56
2005
Dimensionality reduction of multimodal labeled data by local Fisher discriminant analysis. Zbl 1222.68312
Sugiyama, Masashi
56
2007
Learning equivalence classes of Bayesian-network structures. Zbl 1007.68179
Chickering, David Maxwell
55
2002
Divide and conquer kernel ridge regression: a distributed algorithm with minimax optimal rates. Zbl 1351.62142
Zhang, Yuchen; Duchi, John; Wainwright, Martin
55
2015
On learning with integral operators. Zbl 1242.62059
Rosasco, Lorenzo; Belkin, Mikhail; De Vito, Ernesto
54
2010
Multiple kernel learning algorithms. Zbl 1280.68167
Gönen, Mehmet; Alpaydın, Ethem
54
2011
Online passive-aggressive algorithms. Zbl 1222.68177
Crammer, Koby; Dekel, Ofer; Keshet, Joseph; Shalev-Shwartz, Shai; Singer, Yoram
53
2006
Large scale multiple kernel learning. Zbl 1222.90072
Sonnenburg, Sören; Rätsch, Gunnar; Schäfer, Christin; Schölkopf, Bernhard
53
2006
Efficient SVM training using low-rank kernel representations. Zbl 1037.68112
Fine, Shai; Scheinberg, Katya
52
2002
Consistency of random forests and other averaging classifiers. Zbl 1225.62081
Biau, Gérard; Devroye, Luc; Lugosi, Gábor
52
2008
An interior-point method for large-scale \(l_1\)-regularized logistic regression. Zbl 1222.62092
Koh, Kwangmoo; Kim, Seung-Jean; Boyd, Stephen
51
2007
Kronecker graphs: an approach to modeling networks. Zbl 1242.05256
Leskovec, Jure; Chakrabarti, Deepayan; Kleinberg, Jon; Faloutsos, Christos; Ghahramani, Zoubin
50
2010
Efficient feature selection via analysis of relevance and redundancy. Zbl 1222.68340
Yu, Lei; Liu, Huan
49
2004
Penalized model-based clustering with application to variable selection. Zbl 1222.68279
Pan, Wei; Shen, Xiaotong
49
2007
A robust minimax approach to classification. Zbl 1084.68657
Lanckriet, Gert R. G.; El Ghaoui, Laurent; Bhattacharyya, Chiranjib; Jordan, Michael I.
48
2003
Do we need hundreds of classifiers to solve real world classification problems? Zbl 1319.62005
Fernández-Delgado, Manuel; Cernadas, Eva; Barro, Senén; Amorim, Dinani
47
2014
Dual averaging methods for regularized stochastic learning and online optimization. Zbl 1242.62011
Xiao, Lin
47
2010
Iterative reweighted algorithms for matrix rank minimization. Zbl 1436.65055
Mohan, Karthik; Fazel, Maryam
47
2012
A linear non-Gaussian acyclic model for causal discovery. Zbl 1222.68304
Shimizu, Shohei; Hoyer, Patrik O.; Hyvärinen, Aapo; Kerminen, Antti
47
2006
Statistical consistency of kernel canonical correlation analysis. Zbl 1222.62063
Fukumizu, Kenji; Bach, Francis R.; Gretton, Arthur
47
2007
Support vector machine active learning with applications to text classification. Zbl 1009.68131
Tong, Simon; Koller, Daphne
46
2002
Support vector clustering. Zbl 1002.68598
Ben-Hur, Asa; Horn, David; Siegelmann, Hava T.; Vapnik, Vladimir
46
2002
Information theoretic measures for clusterings comparison: variants, properties, normalization and correction for chance. Zbl 1242.62062
Vinh, Nguyen Xuan; Epps, Julien; Bailey, James
46
2010
Rate minimaxity of the Lasso and Dantzig selector for the \(l_{q}\) loss in \(l_{r}\) balls. Zbl 1242.62074
Ye, Fei; Zhang, Cun-Hui
46
2010
Analysis of a random forests model. Zbl 1283.62127
Biau, Gérard
46
2012
Fast approximation of matrix coherence and statistical leverage. Zbl 1437.65030
Drineas, Petros; Magdon-Ismail, Malik; Mahoney, Michael W.; Woodruff, David P.
46
2012
Probability estimates for multi-class classification by pairwise coupling. Zbl 1222.68336
Wu, Ting-Fan; Lin, Chih-Jen; Weng, Ruby C.
46
2004
Core vector machines: fast SVM training on very large data sets. Zbl 1222.68320
Tsang, Ivor W.; Kwok, James T.; Cheung, Pak-Ming
46
2005
Global and quadratic convergence of Newton hard-thresholding pursuit. Zbl 07370529
Zhou, Shenglong; Xiu, Naihua; Qi, Hou-Duo
4
2021
Learning interaction kernels in heterogeneous systems of agents from multiple trajectories. Zbl 07370549
Lu, Fei; Maggioni, Mauro; Tang, Sui
4
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.
3
2021
Prediction under latent factor regression: adaptive PCR, interpolating predictors and beyond. Zbl 07415120
Bing, Xin; Bunea, Florentina; Strimas-Mackey, Seth; Wegkamp, Marten
3
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
3
2021
Sparse and smooth signal estimation: convexification of \(\ell_0\)-formulations. Zbl 07370569
Atamturk, Alper; Gomez, Andres; Han, Shaoning
3
2021
Normalizing flows for probabilistic modeling and inference. Zbl 07370574
Papamakarios, George; Nalisnick, Eric; Rezende, Danilo Jimenez; Mohamed, Shakir; Lakshminarayanan, Balaji
3
2021
Finite-sample analysis of interpolating linear classifiers in the overparameterized regime. Zbl 07370646
Chatterji, Niladri S.; Long, Philip M.
3
2021
An inertial Newton algorithm for deep learning. Zbl 1482.68211
Castera, Camille; Bolte, Jérôme; Févotte, Cédric; Pauwels, Edouard
2
2021
Learning sparse classifiers: continuous and mixed integer optimization perspectives. Zbl 07415078
Dedieu, Antoine; Hazimeh, Hussein; Mazumder, Rahul
2
2021
Pseudo-marginal Hamiltonian Monte Carlo. Zbl 07415084
Alenlöv, Johan; Doucet, Arnoud; Lindsten, Fredrik
2
2021
On efficient multilevel clustering via Wasserstein distances. Zbl 07415088
Huynh, Viet; Ho, Nhat; Dam, Nhan; Nguyen, Xuanlong; Yurochkin, Mikhail; Bui, Hung; Phung, Dinh
2
2021
Aggregated hold-out. Zbl 07370537
Maillard, Guillaume; Arlot, Sylvain; Lerasle, Matthieu
2
2021
Banach space representer theorems for neural networks and ridge splines. Zbl 07370560
Parhi, Rahul; Nowak, Robert D.
2
2021
Wasserstein barycenters can be computed in polynomial time in fixed dimension. Zbl 07370561
Altschuler, Jason M.; Boix-Adsera, Enric
2
2021
Optimal feedback law recovery by gradient-augmented sparse polynomial regression. Zbl 07370565
Azmi, Behzad; Kalise, Dante; Kunisch, Karl
2
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
2
2021
Statistical query lower bounds for tensor PCA. Zbl 07370600
Dudeja, Rishabh; Hsu, Daniel
2
2021
Towards a unified analysis of random Fourier features. Zbl 07370625
Li, Zhu; Ton, Jean-Francois; Oglic, Dino; Sejdinovic, Dino
2
2021
Learning whenever learning is possible: universal learning under general stochastic processes. Zbl 07415073
Hanneke, Steve
1
2021
What causes the test error? Going beyond bias-variance via ANOVA. Zbl 07415098
Lin, Licong; Dobriban, Edgar
1
2021
When does gradient descent with logistic loss find interpolating two-layer networks? Zbl 07415102
Chatterji, Niladri S.; Long, Philip M.; Bartlett, Peter L.
1
2021
Implicit self-regularization in deep neural networks: evidence from random matrix theory and implications for learning. Zbl 07415108
Martin, Charles H.; Mahoney, Michael W.
1
2021
Unlinked monotone regression. Zbl 07415115
Balabdaoui, Fadoua; Doss, Charles R.; Durot, Cécile
1
2021
Domain generalization by marginal transfer learning. Zbl 07370519
Blanchard, Gilles; Deshmukh, Aniket Anand; Dogan, Urun; Lee, Gyemin; Scott, Clayton
1
2021
Preference-based online learning with dueling bandits: a survey. Zbl 07370524
Bengs, Viktor; Busa-Fekete, Róbert; El Mesaoudi-Paul, Adil; Hüllermeier, Eyke
1
2021
Convex clustering: model, theoretical guarantee and efficient algorithm. Zbl 07370526
Sun, Defeng; Toh, Kim-Chuan; Yuan, Yancheng
1
2021
Finite time LTI system identification. Zbl 07370543
Sarkar, Tuhin; Rakhlin, Alexander; Dahleh, Munther A.
1
2021
Inference in high-dimensional single-index models under symmetric designs. Zbl 07370544
Eftekhari, Hamid; Banerjee, Moulinath; Ritov, Ya’acov
1
2021
A review of robot learning for manipulation: challenges, representations, and algorithms. Zbl 07370547
Kroemer, Oliver; Niekum, Scott; Konidaris, George
1
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
1
2021
Multi-class Gaussian process classification with noisy inputs. Zbl 07370553
Villacampa-Calvo, Carlos; Zaldívar, Bryan; Garrido-Merchán, Eduardo C.; Hernández-Lobato, Daniel
1
2021
From Fourier to Koopman: spectral methods for long-term time series prediction. Zbl 07370558
Lange, Henning; Brunton, Steven L.; Kutz, J. Nathan
1
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.
1
2021
Incorporating unlabeled data into distributionally robust learning. Zbl 07370573
Frogner, Charlie; Claici, Sebastian; Chien, Edward; Solomon, Justin
1
2021
A distributed method for fitting Laplacian regularized stratified models. Zbl 07370577
Tuck, Jonathan; Barratt, Shane; Boyd, Stephen
1
2021
Geometric structure of graph Laplacian embeddings. Zbl 07370580
García Trillos, Nicolás; Hoffmann, Franca; Hosseini, Bamdad
1
2021
Dynamic tensor recommender systems. Zbl 07370582
Zhang, Yanqing; Bi, Xuan; Tang, Niansheng; Qu, Annie
1
2021
Approximate Newton methods. Zbl 07370583
Ye, Haishan; Luo, Luo; Zhang, Zhihua
1
2021
Path length bounds for gradient descent and flow. Zbl 07370585
Gupta, Chirag; Balakrishnan, Sivaraman; Ramdas, Aaditya
1
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
1
2021
Analyzing the discrepancy principle for kernelized spectral filter learning algorithms. Zbl 07370593
Celisse, Alain; Wahl, Martin
1
2021
Analysis of high-dimensional continuous time Markov chains using the local bouncy particle sampler. Zbl 07370608
Zhao, Tingting; Bouchard-Côté, Alexandre
1
2021
Flexible signal denoising via flexible empirical Bayes shrinkage. Zbl 07370610
Xing, Zhengrong; Carbonetto, Peter; Stephens, Matthew
1
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
1
2021
L-SVRG and L-Katyusha with arbitrary sampling. Zbl 07370629
Qian, Xun; Qu, Zheng; Richtárik, Peter
1
2021
A statistical learning approach to modal regression. Zbl 07255033
Feng, Yunlong; Fan, Jun; Suykens, Johan A. K.
9
2020
Path-based spectral clustering: guarantees, robustness to outliers, and fast algorithms. Zbl 07255037
Little, Anna; Maggioni, Mauro; Murphy, James M.
7
2020
ProxSARAH: an efficient algorithmic framework for stochastic composite nonconvex optimization. Zbl 07255141
Pham, Nhan H.; Nguyen, Lam M.; Phan, Dzung T.; Tran-Dinh, Quoc
7
2020
New insights and perspectives on the natural gradient method. Zbl 07306852
Martens, James
7
2020
Geomstats: a Python package for Riemannian geometry in machine learning. Zbl 07307485
Miolane, Nina; Guigui, Nicolas; Le Brigant, Alice; Mathe, Johan; Hou, Benjamin; Thanwerdas, Yann; Heyder, Stefan; Peltre, Olivier; Koep, Niklas; Zaatiti, Hadi; Hajri, Hatem; Cabanes, Yann; Gerald, Thomas; Chauchat, Paul; Shewmake, Christian; Brooks, Daniel; Kainz, Bernhard; Donnat, Claire; Holmes, Susan; Pennec, Xavier
7
2020
On the consistency of graph-based Bayesian semi-supervised learning and the scalability of sampling algorithms. Zbl 07255059
Trillos, Nicolas Garcia; Kaplan, Zachary; Samakhoana, Thabo; Sanz-Alonso, Daniel
6
2020
Discerning the linear convergence of ADMM for structured convex optimization through the lens of variational analysis. Zbl 07255114
Yuan, Xiaoming; Zeng, Shangzhi; Zhang, Jin
5
2020
Provable convex co-clustering of tensors. Zbl 07306902
Chi, Eric C.; Gaines, Brian J.; Sun, Will Wei; Zhou, Hua; Yang, Jian
5
2020
Universal latent space model fitting for large networks with edge covariates. Zbl 07255035
Ma, Zhuang; Ma, Zongming; Yuan, Hongsong
4
2020
Derivative-free methods for policy optimization: guarantees for linear quadratic systems. Zbl 07255052
Malik, Dhruv; Pananjady, Ashwin; Bhatia, Kush; Khamaru, Koulik; Bartlett, Peter L.; Wainwright, Martin J.
4
2020
Targeted fused ridge estimation of inverse covariance matrices from multiple high-dimensional data classes. Zbl 07255057
Bilgrau, Anders Ellern; Peeters, Carel F. W.; Eriksen, Poul Svante; Boegsted, Martin; van Wieringen, Wessel N.
4
2020
Generalized optimal matching methods for causal inference. Zbl 07255093
Kallus, Nathan
4
2020
Scalable approximate MCMC algorithms for the horseshoe prior. Zbl 07255104
Johndrow, James; Orenstein, Paulo; Bhattacharya, Anirban
4
2020
Fast mixing of Metropolized Hamiltonian Monte Carlo: benefits of multi-step gradients. Zbl 07255123
Chen, Yuansi; Dwivedi, Raaz; Wainwright, Martin J.; Yu, Bin
4
2020
Change point estimation in a dynamic stochastic block model. Zbl 07255138
Bhattacharjee, Monika; Banerjee, Moulinath; Michailidis, George
4
2020
The optimal ridge penalty for real-world high-dimensional data can be zero or negative due to the implicit ridge regularization. Zbl 07306870
Kobak, Dmitry; Lomond, Jonathan; Sanchez, Benoit
4
2020
Adaptive approximation and generalization of deep neural network with intrinsic dimensionality. Zbl 07306873
Nakada, Ryumei; Imaizumi, Masaaki
4
2020
Distributed feature screening via componentwise debiasing. Zbl 07255055
Li, Xingxiang; Li, Runze; Xia, Zhiming; Xu, Chen
3
2020
Optimal bipartite network clustering. Zbl 07255071
Zhou, Zhixin; Amini, Arash A.
3
2020
Dynamical systems as temporal feature spaces. Zbl 07255075
Tino, Peter
3
2020
WONDER: weighted one-shot distributed ridge regression in high dimensions. Zbl 07255097
Dobriban, Edgar; Sheng, Yue
3
2020
Simultaneous inference for pairwise graphical models with generalized score matching. Zbl 07255122
Yu, Ming; Gupta, Varun; Kolar, Mladen
3
2020
Joint causal inference from multiple contexts. Zbl 07255130
Mooij, Joris M.; Magliacane, Sara; Claassen, Tom
3
2020
Stochastic conditional gradient methods: from convex minimization to submodular maximization. Zbl 07255136
Mokhtari, Aryan; Hassani, Hamed; Karbasi, Amin
3
2020
Exploring the limits of transfer learning with a unified text-to-text transformer. Zbl 07255171
Raffel, Colin; Shazeer, Noam; Roberts, Adam; Lee, Katherine; Narang, Sharan; Matena, Michael; Zhou, Yanqi; Li, Wei; Liu, Peter J.
3
2020
Learning from binary multiway data: probabilistic tensor decomposition and its statistical optimality. Zbl 07306859
Wang, Miaoyan; Li, Lexin
3
2020
Estimate sequences for stochastic composite optimization: variance reduction, acceleration, and robustness to noise. Zbl 07306860
Kulunchakov, Andrei; Mairal, Julien
3
2020
Monotonic value function factorisation for deep multi-agent reinforcement learning. Zbl 07306875
Rashid, Tabish; Samvelyan, Mikayel; de Witt, Christian Schroeder; Farquhar, Gregory; Foerster, Jakob; Whiteson, Shimon
3
2020
Sobolev norm learning rates for regularized least-squares algorithms. Zbl 1475.68268
Fischer, Simon; Steinwart, Ingo
3
2020
Risk bounds for reservoir computing. Zbl 07306919
Gonon, Lukas; Grigoryeva, Lyudmila; Ortega, Juan-Pablo
3
2020
Adaptive rates for total variation image denoising. Zbl 07306926
Ortelli, Francesco; van de Geer, Sara
3
2020
Communication-efficient distributed optimization in networks with gradient tracking and variance reduction. Zbl 07307473
Li, Boyue; Cen, Shicong; Chen, Yuxin; Chi, Yuejie
3
2020
Reinforcement learning in continuous time and space: a stochastic control approach. Zbl 07307478
Wang, Haoran; Zariphopoulou, Thaleia; Zhou, Xun Yu
3
2020
Online sufficient dimension reduction through sliced inverse regression. Zbl 1475.68263
Cai, Zhanrui; Li, Runze; Zhu, Liping
2
2020
Practical locally private heavy hitters. Zbl 07255047
Bassily, Raef; Nissim, Kobbi; Stemmer, Uri; Thakurta, Abhradeep
2
2020
Convergences of regularized algorithms and stochastic gradient methods with random projections. Zbl 07255051
Lin, Junhong; Cevher, Volkan
2
2020
Lower bounds for testing graphical models: colorings and antiferromagnetic Ising models. Zbl 07255056
Bezáková, Ivona; Blanca, Antonio; Chen, Zongchen; Štefankovič, Daniel; Vigoda, Eric
2
2020
Provably robust estimation of modulo 1 samples of a smooth function with applications to phase unwrapping. Zbl 07255063
Cucuringu, Mihai; Tyagi, Hemant
2
2020
Branch and bound for piecewise linear neural network verification. Zbl 07255073
Bunel, Rudy; Turkaslan, Ilker; Torr, Philip H. S.; Kumar, M. Pawan; Lu, Jingyue; Kohli, Pushmeet
2
2020
Expected policy gradients for reinforcement learning. Zbl 07255083
Ciosek, Kamil; Whiteson, Shimon
2
2020
Multiparameter persistence landscapes. Zbl 07255092
Vipond, Oliver
2
2020
On stationary-point hitting time and ergodicity of stochastic gradient Langevin dynamics. Zbl 07255099
Chen, Xi; Du, Simon S.; Tong, Xin T.
2
2020
Stochastic nested variance reduction for nonconvex optimization. Zbl 07255134
Zhou, Dongruo; Xu, Pan; Gu, Quanquan
2
2020
Quadratic decomposable submodular function minimization: theory and practice. Zbl 07255137
Li, Pan; He, Niao; Milenkovic, Olgica
2
2020
Distributed minimum error entropy algorithms. Zbl 07255157
Guo, Xin; Hu, Ting; Wu, Qiang
2
2020
A general system of differential equations to model first-order adaptive algorithms. Zbl 07255160
Da Silva, Andre Belotto; Gazeau, Maxime
2
2020
Convergence rates for the stochastic gradient descent method for non-convex objective functions. Zbl 07255167
Fehrman, Benjamin; Gess, Benjamin; Jentzen, Arnulf
2
2020
Krylov subspace method for nonlinear dynamical systems with random noise. Zbl 07306872
Hashimoto, Yuka; Ishikawa, Isao; Ikeda, Masahiro; Matsuo, Yoichi; Kawahara, Yoshinobu
2
2020
Consistency of semi-supervised learning algorithms on graphs: probit and one-hot methods. Zbl 07306882
Hoffmann, Franca; Hosseini, Bamdad; Ren, Zhi; Stuart, Andrew M.
2
2020
Two-stage approach to multivariate linear regression with sparsely mismatched data. Zbl 07306893
Slawski, Martin; Ben-David, Emanuel; Li, Ping
2
2020
Learning data-adaptive non-parametric kernels. Zbl 07306897
Liu, Fanghui; Huang, Xiaolin; Gong, Chen; Yang, Jie; Li, Li
2
2020
A sparse semismooth Newton based proximal majorization-minimization algorithm for nonconvex square-root-loss regression problems. Zbl 07306909
Tang, Peipei; Wang, Chengjing; Sun, Defeng; Toh, Kim-Chuan
2
2020
Complete dictionary learning via \(\ell^4\)-norm maximization over the orthogonal group. Zbl 07307468
Zhai, Yuexiang; Yang, Zitong; Liao, Zhenyu; Wright, John; Ma, Yi
2
2020
Significance tests for neural networks. Zbl 07307487
Horel, Enguerrand; Giesecke, Kay
2
2020
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58 Sugiyama, Masashi
54 Bühlmann, Peter
48 Zhou, Dingxuan
37 Fan, Jianqing
35 Lian, Heng
34 Jordan, Michael Irwin
32 Van de Geer, Sara Anna
31 Suykens, Johan A. K.
30 Liu, Yufeng
30 Wainwright, Martin J.
30 Wasserman, Larry Alan
29 Liu, Han
27 Karniadakis, George Em
27 Wu, Qiang
26 Dunson, David Brian
25 Cai, Tony Tony
25 Nott, David John
24 Hullermeier, Eyke
24 Kanamori, Takafumi
22 Alquier, Pierre
22 Boyd, Stephen Poythress
22 Steinwart, Ingo
21 Chen, Dirong
21 Huang, Jian
21 Suzuki, Taiji
21 Tsybakov, Alexandre B.
21 Yuan, Ming
20 Li, Runze
20 Schölkopf, Bernhard
20 Xiang, Dao-Hong
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19 Priebe, Carey E.
19 Richtárik, Peter
19 Rosasco, Lorenzo A.
19 Wang, Shitong
18 Sun, Hongwei
17 Bartlett, Peter L.
17 Bertsimas, Dimitris John
17 De Baets, Bernard
17 Li, Luoqing
17 Tran, Minh Ngoc
17 Waegeman, Willem
17 Zhang, Tong
17 Zhu, Ji
16 Attouch, Hedy
16 Bach, Francis R.
16 Bouveyron, Charles
16 Chen, Hong
16 Chung, Fu-Lai
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16 Hu, Ting
16 Le Thi, Hoai An
16 Lv, Shaogao
16 Meinshausen, Nicolai
16 Murphy, Thomas Brendan
16 Rinaldo, Alessandro
16 Rudin, Cynthia
16 Sheng, Baohuai
16 Toh, Kim Chuan
15 Carrizosa, Emilio
15 Dalalyan, Arnak S.
15 Girolami, Mark A.
15 Larrañaga, Pedro
15 Mendelson, Shahar
15 Mohri, Mehryar
15 Mukherjee, Sayan
15 Pedrycz, Witold
15 Peyré, Gabriel
15 Pillonetto, Gianluigi
15 Shen, Xiaotong
15 Vehtari, Aki
15 Yin, Wotao
15 Ying, Yiming
15 Zhang, Cun-Hui
15 Zhou, Harrison H.
14 Clémençon, Stéphan
14 Drton, Mathias
14 Fukumizu, Kenji
14 Gasnikov, Alexander V.
14 Guo, Zheng-Chu
14 Herrera, Francisco
14 Jiao, Licheng
14 Kontorovich, Leonid Aryeh
14 Latouche, Pierre
14 Lecué, Guillaume
14 Levina, Elizaveta
14 Lin, Lu
14 Lu, Zhaosong
14 Lugosi, Gábor
14 Ma, Shiqian
14 Michailidis, George C.
14 Needell, Deanna
14 Nie, Feiping
14 Pan, Shaohua
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