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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: 2,588 Publications (since 2001)
References Indexed: 966 Publications with 54,769 References.
all top 5

Authors

28 Jordan, Michael Irwin
25 Bach, Francis R.
23 Wainwright, Martin J.
18 Dunson, David Brian
18 Lin, Chih-Jen
18 Schölkopf, Bernhard
17 Shalev-Shwartz, Shai
17 Zhang, Tong
16 Mahoney, Michael W.
16 Müller, Klaus-Robert
15 Rudin, Cynthia
14 Liu, Han
14 Sugiyama, Masashi
14 Zhou, Dingxuan
13 Bartlett, Peter L.
13 Singer, Yoram
13 Smola, Alexander J.
12 Bengio, Yoshua
12 Williamson, Robert C.
12 Yu, Bin
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 Cesa-Bianchi, Nicolò
6 Duchi, John C.
6 Gomez-Rodriguez, Manuel
6 Gramfort, Alexandre
6 Hanneke, Steve
...and 4,794 more Authors
all top 5

Fields

2,021 Computer science (68-XX)
1,395 Statistics (62-XX)
269 Operations research, mathematical programming (90-XX)
188 Probability theory and stochastic processes (60-XX)
135 Numerical analysis (65-XX)
77 Combinatorics (05-XX)
72 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
57 Information and communication theory, circuits (94-XX)
43 Linear and multilinear algebra; matrix theory (15-XX)
36 Biology and other natural sciences (92-XX)
33 Functional analysis (46-XX)
16 Systems theory; control (93-XX)
11 Calculus of variations and optimal control; optimization (49-XX)
8 Operator theory (47-XX)
6 Dynamical systems and ergodic theory (37-XX)
6 Algebraic topology (55-XX)
5 General and overarching topics; collections (00-XX)
5 Quantum theory (81-XX)
4 Statistical mechanics, structure of matter (82-XX)
3 History and biography (01-XX)
3 Approximations and expansions (41-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

1,926 Publications have been cited 26,256 times in 14,559 Documents Cited by Year
On model selection consistency of Lasso. Zbl 1222.62008
Zhao, Peng; Yu, Bin
485
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
484
2011
Statistical comparisons of classifiers over multiple data sets. Zbl 1222.68184
Demšar, Janez
445
2006
An introduction to variable and feature selection. Zbl 1102.68556
Guyon, Isabelle; Elisseeff, André
356
2003
Latent Dirichlet allocation. Zbl 1112.68379
Blei, David M.; Ng, Andrew Y.; Jordan, Michael I.
350
2003
Dropout: a simple way to prevent neural networks from overfitting. Zbl 1318.68153
Srivastava, Nitish; Hinton, Geoffrey; Krizhevsky, Alex; Sutskever, Ilya; Salakhutdinov, Ruslan
259
2014
Manifold regularization: a geometric framework for learning from labeled and unlabeled examples. Zbl 1222.68144
Belkin, Mikhail; Niyogi, Partha; Sindhwani, Vikas
233
2006
Adaptive subgradient methods for online learning and stochastic optimization. Zbl 1280.68164
Duchi, John; Hazan, Elad; Singer, Yoram
225
2011
Sparse Bayesian learning and the relevance vector machine. Zbl 0997.68109
Tipping, Michael E.
218
2001
Visualizing data using t-SNE. Zbl 1225.68219
van der Maaten, Laurens; Hinton, Geoffrey
195
2008
Model selection through sparse maximum likelihood estimation for multivariate Gaussian or binary data. Zbl 1225.68149
Banerjee, Onureena; El Ghaoui, Laurent; d’Aspremont, Alexandre
194
2008
Mixed membership stochastic blockmodels. Zbl 1225.68143
Airoldi, Edoardo M.; Blei, David M.; Fienberg, Stephen E.; Xing, Eric P.
192
2008
Rademacher and Gaussian complexities: risk bounds and structural results. Zbl 1084.68549
Bartlett, Peter L.; Mendelson, Shahar
184
2003
The no-U-turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo. Zbl 1319.60150
Hoffman, Matthew D.; Gelman, Andrew
169
2014
Cluster ensembles – a knowledge reuse framework for combining multiple partitions. Zbl 1084.68759
Strehl, Alexander; Ghosh, Joydeep
169
2003
Confidence intervals and hypothesis testing for high-dimensional regression. Zbl 1319.62145
Javanmard, Adel; Montanari, Andrea
159
2014
Learning the kernel matrix with semidefinite programming. Zbl 1222.68241
Lanckriet, Gert R. G.; Cristianini, Nello; Bartlett, Peter; El Ghaoui, Laurent; Jordan, Michael I.
155
2004
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
142
2008
Non-negative matrix factorization with sparseness constraints. Zbl 1222.68218
Hoyer, Patrik O.
135
2004
Asymptotic equivalence of Bayes cross validation and widely applicable information criterion in singular learning theory. Zbl 1242.62024
Watanabe, Sumio
134
2010
Kernel independent component analysis. Zbl 1088.68689
Bach, Francis R.; Jordan, Michael I.
129
2003
Clustering with Bregman divergences. Zbl 1190.62117
Banerjee, Arindam; Merugu, Srujana; Dhillon, Inderjit S.; Ghosh, Joydeep
128
2005
A kernel two-sample test. Zbl 1283.62095
Gretton, Arthur; Borgwardt, Karsten M.; Rasch, Malte J.; Schölkopf, Bernhard; Smola, Alexander
128
2012
A differential equation for modeling Nesterov’s accelerated gradient method: theory and insights. Zbl 1391.90667
Su, Weijie; Boyd, Stephen; Candès, Emmanuel J.
126
2016
Stochastic variational inference. Zbl 1317.68163
Hoffman, Matthew D.; Blei, David M.; Wang, Chong; Paisley, John
124
2013
Stability and generalization. Zbl 1007.68083
Bousquet, Olivier; Elisseeff, André
123
2002
Manopt, a Matlab toolbox for optimization on manifolds. Zbl 1319.90003
Boumal, Nicolas; Mishra, Bamdev; Absil, P.-A.; Sepulchre, Rodolphe
122
2014
Automatic differentiation in machine learning: a survey. Zbl 06982909
Baydin, Atılım Güneş; Pearlmutter, Barak A.; Radul, Alexey Andreyevich; Siskind, Jeffrey Mark
121
2018
A simpler approach to matrix completion. Zbl 1280.68141
Recht, Benjamin
120
2011
Stochastic dual coordinate ascent methods for regularized loss minimization. Zbl 1307.68073
Shalev-Shwartz, Shai; Zhang, Tong
112
2013
Near-optimal sensor placements in Gaussian processes: theory, efficient algorithms and empirical studies. Zbl 1225.68192
Krause, Andreas; Singh, Ajit; Guestrin, Carlos
110
2008
Matrix completion from noisy entries. Zbl 1242.62069
Keshavan, Raghunandan H.; Montanari, Andrea; Oh, Sewoong
105
2010
Online learning for matrix factorization and sparse coding. Zbl 1242.62087
Mairal, Julien; Bach, Francis; Ponce, Jean; Sapiro, Guillermo
101
2010
Support vector machine soft margin classifiers: error analysis. Zbl 1222.68167
Chen, Di-Rong; Wu, Qiang; Ying, Yiming; Zhou, Ding-Xuan
101
2004
On the influence of the kernel on the consistency of support vector machines. Zbl 1009.68143
Steinwart, Ingo
99
2002
Random search for hyper-parameter optimization. Zbl 1283.68282
Bergstra, James; Bengio, Yoshua
96
2012
Optimal structure identification with greedy search. Zbl 1084.68519
Chickering, David Maxwell
96
2003
Spectral regularization algorithms for learning large incomplete matrices. Zbl 1242.68237
Mazumder, Rahul; Hastie, Trevor; Tibshirani, Robert
94
2010
Tensor decompositions for learning latent variable models. Zbl 1319.62109
Anandkumar, Animashree; Ge, Rong; Hsu, Daniel; Kakade, Sham M.; Telgarsky, Matus
94
2014
Consistency of the group Lasso and multiple kernel learning. Zbl 1225.68147
Bach, Francis R.
94
2008
Statistical topological data analysis using persistence landscapes. Zbl 1337.68221
Bubenik, Peter
92
2015
Think globally, fit locally: unsupervised learning of low dimensional manifolds. Zbl 1093.68089
Saul, Lawrence K.; Roweis, Sam T.
92
2004
Large margin methods for structured and interdependent output variables. Zbl 1222.68321
Tsochantaridis, Ioannis; Joachims, Thorsten; Hofmann, Thomas; Altun, Yasemin
91
2005
Ultrahigh dimensional feature selection: beyond the linear model. Zbl 1235.62089
Fan, Jianqing; Samworth, Richard; Wu, Yichao
90
2009
Analysis of multi-stage convex relaxation for sparse regularization. Zbl 1242.68262
Zhang, Tong
89
2010
On the algorithmic implementation of multiclass kernel-based vector machines. Zbl 1037.68110
Crammer, Koby; Singer, Yoram
89
2002
Reducing multiclass to binary: A unifying approach for margin classifiers. Zbl 1013.68175
Allwein, Erin L.; Schapire, Robert E.; Singer, Yoram
85
2001
The nonparanormal: semiparametric estimation of high dimensional undirected graphs. Zbl 1235.62035
Liu, Han; Lafferty, John; Wasserman, Larry
84
2009
Use of the zero-norm with linear models and kernel methods. Zbl 1102.68605
Weston, Jason; Elisseeff, André; Schölkopf, Bernhard; Tipping, Mike
84
2003
High dimensional inverse covariance matrix estimation via linear programming. Zbl 1242.62043
Yuan, Ming
82
2010
A unifying view of sparse approximate Gaussian process regression. Zbl 1222.68282
Quiñonero-Candela, Joaquin; Rasmussen, Carl Edward
79
2005
Hilbert space embeddings and metrics on probability measures. Zbl 1242.60005
Sriperumbudur, Bharath K.; Gretton, Arthur; Fukumizu, Kenji; Schölkopf, Bernhard; Lanckriet, Gert R. G.
77
2010
Clustering on the unit hypersphere using von Mises-Fisher distributions. Zbl 1190.62116
Banerjee, Arindam; Dhillon, Inderjit S.; Ghosh, Joydeep; Sra, Suvrit
77
2005
CVXPY: a Python-embedded modeling language for convex optimization. Zbl 1360.90008
Diamond, Steven; Boyd, Stephen
76
2016
Quantile regression forests. Zbl 1222.68262
Meinshausen, Nicolai
76
2006
Estimating high-dimensional directed acyclic graphs with the PC-algorithm. Zbl 1222.68229
Kalisch, Markus; Bühlmann, Peter
76
2007
Universal kernels. Zbl 1222.68266
Micchelli, Charles A.; Xu, Yuesheng; Zhang, Haizhang
75
2006
Regularized \(M\)-estimators with nonconvexity: statistical and algorithmic theory for local optima. Zbl 1360.62276
Loh, Po-Ling; Wainwright, Martin J.
74
2015
Restricted strong convexity and weighted matrix completion: optimal bounds with noise. Zbl 1436.62204
Negahban, Sahand; Wainwright, Martin J.
74
2012
The entire regularization path for the support vector machine. Zbl 1222.68213
Hastie, Trevor; Rosset, Saharon; Tibshirani, Robert; Zhu, Ji
73
2004
An efficient boosting algorithm for combining preferences. Zbl 1098.68652
Freund, Yoav; Iyer, Raj; Schapire, Robert E.; Singer, Yoram
73
2004
Efficient online and batch learning using forward backward splitting. Zbl 1235.62151
Duchi, John; Singer, Yoram
72
2009
Distance metric learning for large margin nearest neighbor classification. Zbl 1235.68204
Weinberger, Kilian Q.; Saul, Lawrence K.
71
2009
Restricted eigenvalue properties for correlated Gaussian designs. Zbl 1242.62071
Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin
70
2010
An extension on “Statistical comparisons of classifiers over multiple data sets” for all pairwise comparisons. Zbl 1225.68178
García, Salvador; Herrera, Francisco
70
2008
Generalized power method for sparse principal component analysis. Zbl 1242.62048
Journée, Michel; Nesterov, Yurii; Richtárik, Peter; Sepulchre, Rodolphe
69
2010
Least-squares policy iteration. Zbl 1094.68080
Lagoudakis, Michail G.; Parr, Ronald
68
2004
Nonparametric quantile estimation. Zbl 1222.68316
Takeuchi, Ichiro; Le, Quoc V.; Sears, Timothy D.; Smola, Alexander J.
65
2006
In defense of one-vs-all classification. Zbl 1222.68287
Rifkin, Ryan; Klautau, Aldebaro
64
2004
Learning the kernel function via regularization. Zbl 1222.68265
Micchelli, Charles A.; Pontil, Massimiliano
64
2005
Divide and conquer kernel ridge regression: a distributed algorithm with minimax optimal rates. Zbl 1351.62142
Zhang, Yuchen; Duchi, John; Wainwright, Martin
64
2015
Information theoretic measures for clusterings comparison: variants, properties, normalization and correction for chance. Zbl 1242.62062
Vinh, Nguyen Xuan; Epps, Julien; Bailey, James
63
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
63
2005
On the Nyström method for approximating a gram matrix for improved kernel-based learning. Zbl 1222.68186
Drineas, Petros; Mahoney, Michael W.
62
2005
Online passive-aggressive algorithms. Zbl 1222.68177
Crammer, Koby; Dekel, Ofer; Keshet, Joseph; Shalev-Shwartz, Shai; Singer, Yoram
62
2006
Multiple kernel learning algorithms. Zbl 1280.68167
Gönen, Mehmet; Alpaydın, Ethem
59
2011
Learning equivalence classes of Bayesian-network structures. Zbl 1007.68179
Chickering, David Maxwell
59
2002
On learning with integral operators. Zbl 1242.62059
Rosasco, Lorenzo; Belkin, Mikhail; De Vito, Ernesto
58
2010
Deep hidden physics models: deep learning of nonlinear partial differential equations. Zbl 1439.68021
Raissi, Maziar
58
2018
Consistency of random forests and other averaging classifiers. Zbl 1225.62081
Biau, Gérard; Devroye, Luc; Lugosi, Gábor
58
2008
Large scale multiple kernel learning. Zbl 1222.90072
Sonnenburg, Sören; Rätsch, Gunnar; Schäfer, Christin; Schölkopf, Bernhard
57
2006
Models of cooperative teaching and learning. Zbl 1280.68224
Zilles, Sandra; Lange, Steffen; Holte, Robert; Zinkevich, Martin
56
2011
Dimensionality reduction of multimodal labeled data by local Fisher discriminant analysis. Zbl 1222.68312
Sugiyama, Masashi
56
2007
Penalized model-based clustering with application to variable selection. Zbl 1222.68279
Pan, Wei; Shen, Xiaotong
56
2007
An interior-point method for large-scale \(l_1\)-regularized logistic regression. Zbl 1222.62092
Koh, Kwangmoo; Kim, Seung-Jean; Boyd, Stephen
56
2007
Efficient SVM training using low-rank kernel representations. Zbl 1037.68112
Fine, Shai; Scheinberg, Katya
56
2002
A linear non-Gaussian acyclic model for causal discovery. Zbl 1222.68304
Shimizu, Shohei; Hoyer, Patrik O.; Hyvärinen, Aapo; Kerminen, Antti
55
2006
Dual averaging methods for regularized stochastic learning and online optimization. Zbl 1242.62011
Xiao, Lin
54
2010
Support vector clustering. Zbl 1002.68598
Ben-Hur, Asa; Horn, David; Siegelmann, Hava T.; Vapnik, Vladimir
54
2002
Kronecker graphs: an approach to modeling networks. Zbl 1242.05256
Leskovec, Jure; Chakrabarti, Deepayan; Kleinberg, Jon; Faloutsos, Christos; Ghahramani, Zoubin
53
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
53
2014
Iterative reweighted algorithms for matrix rank minimization. Zbl 1436.65055
Mohan, Karthik; Fazel, Maryam
53
2012
A robust minimax approach to classification. Zbl 1084.68657
Lanckriet, Gert R. G.; El Ghaoui, Laurent; Bhattacharyya, Chiranjib; Jordan, Michael I.
53
2003
A statistical perspective on algorithmic leveraging. Zbl 1337.62164
Ma, Ping; Mahoney, Michael W.; Yu, Bin
52
2015
Dimensionality reduction for supervised learning with reproducing kernel Hilbert spaces. Zbl 1222.62069
Fukumizu, Kenji; Bach, Francis R.; Jordan, Michael I.
52
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
51
2010
Analysis of a random forests model. Zbl 1283.62127
Biau, Gérard
51
2012
Efficient feature selection via analysis of relevance and redundancy. Zbl 1222.68340
Yu, Lei; Liu, Huan
51
2004
Core vector machines: fast SVM training on very large data sets. Zbl 1222.68320
Tsang, Ivor W.; Kwok, James T.; Cheung, Pak-Ming
51
2005
Breaking the curse of dimensionality with convex neural networks. Zbl 1433.68390
Bach, Francis
50
2017
An improper estimator with optimal excess risk in misspecified density estimation and logistic regression. Zbl 07625184
Mourtada, Jaouad; Gaïffas, Stéphane
1
2022
Cascaded diffusion models for high fidelity image generation. Zbl 07625200
Ho, Jonathan; Saharia, Chitwan; Chan, William; Fleet, David J.; Norouzi, Mohammad; Salimans, Tim
1
2022
Normalizing flows for probabilistic modeling and inference. Zbl 07370574
Papamakarios, George; Nalisnick, Eric; Rezende, Danilo Jimenez; Mohamed, Shakir; Lakshminarayanan, Balaji
11
2021
Global and quadratic convergence of Newton hard-thresholding pursuit. Zbl 07370529
Zhou, Shenglong; Xiu, Naihua; Qi, Hou-Duo
9
2021
Learning interaction kernels in heterogeneous systems of agents from multiple trajectories. Zbl 07370549
Lu, Fei; Maggioni, Mauro; Tang, Sui
9
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
6
2021
Banach space representer theorems for neural networks and ridge splines. Zbl 07370560
Parhi, Rahul; Nowak, Robert D.
6
2021
Optimal feedback law recovery by gradient-augmented sparse polynomial regression. Zbl 07370565
Azmi, Behzad; Kalise, Dante; Kunisch, Karl
6
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
5
2021
Finite-sample analysis of interpolating linear classifiers in the overparameterized regime. Zbl 07370646
Chatterji, Niladri S.; Long, Philip M.
5
2021
Prediction under latent factor regression: adaptive PCR, interpolating predictors and beyond. Zbl 07415120
Bing, Xin; Bunea, Florentina; Strimas-Mackey, Seth; Wegkamp, Marten
5
2021
Aggregated hold-out. Zbl 07370537
Maillard, Guillaume; Arlot, Sylvain; Lerasle, Matthieu
4
2021
Sparse and smooth signal estimation: convexification of \(\ell_0\)-formulations. Zbl 07370569
Atamturk, Alper; Gomez, Andres; Han, Shaoning
4
2021
A distributed method for fitting Laplacian regularized stratified models. Zbl 07370577
Tuck, Jonathan; Barratt, Shane; Boyd, Stephen
4
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
4
2021
An inertial Newton algorithm for deep learning. Zbl 1482.68211
Castera, Camille; Bolte, Jérôme; Févotte, Cédric; Pauwels, Edouard
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.
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
3
2021
From Fourier to Koopman: spectral methods for long-term time series prediction. Zbl 07370558
Lange, Henning; Brunton, Steven L.; Kutz, J. Nathan
3
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.
3
2021
Wasserstein barycenters can be computed in polynomial time in fixed dimension. Zbl 07370561
Altschuler, Jason M.; Boix-Adsera, Enric
3
2021
Geometric structure of graph Laplacian embeddings. Zbl 07370580
García Trillos, Nicolás; Hoffmann, Franca; Hosseini, Bamdad
3
2021
Statistical query lower bounds for tensor PCA. Zbl 07370600
Dudeja, Rishabh; Hsu, Daniel
3
2021
A Lyapunov analysis of accelerated methods in optimization. Zbl 07370630
Wilson, Ashia C.; Recht, Ben; Jordan, Michael I.
3
2021
Learning sparse classifiers: continuous and mixed integer optimization perspectives. Zbl 07415078
Dedieu, Antoine; Hazimeh, Hussein; Mazumder, Rahul
3
2021
Convex clustering: model, theoretical guarantee and efficient algorithm. Zbl 07370526
Sun, Defeng; Toh, Kim-Chuan; Yuan, Yancheng
2
2021
Ranking and synchronization from pairwise measurements via SVD. Zbl 07370536
D’Aspremont, Alexandre; Cucuringu, Mihai; Tyagi, Hemant
2
2021
Finite time LTI system identification. Zbl 07370543
Sarkar, Tuhin; Rakhlin, Alexander; Dahleh, Munther A.
2
2021
Inference in high-dimensional single-index models under symmetric designs. Zbl 07370544
Eftekhari, Hamid; Banerjee, Moulinath; Ritov, Ya’acov
2
2021
Multi-class Gaussian process classification with noisy inputs. Zbl 07370553
Villacampa-Calvo, Carlos; Zaldívar, Bryan; Garrido-Merchán, Eduardo C.; Hernández-Lobato, Daniel
2
2021
A Bayesian contiguous partitioning method for learning clustered latent variables. Zbl 07370554
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33 Suykens, Johan A. K.
33 Van de Geer, Sara Anna
32 Liu, Yufeng
30 Karniadakis, George Em
30 Wainwright, Martin J.
30 Wasserman, Larry Alan
29 Liu, Han
28 Wu, Qiang
27 Dunson, David Brian
27 Nott, David John
25 Cai, Tony Tony
24 Hullermeier, Eyke
24 Kanamori, Takafumi
23 Boyd, Stephen Poythress
23 Rosasco, Lorenzo A.
23 Steinwart, Ingo
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22 Gasnikov, Alexander V.
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21 Chen, Dirong
21 Huang, Jian
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20 Yin, Wotao
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19 Toh, Kim Chuan
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18 Murphy, Thomas Brendan
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