Benjamin Recht
Benjamin Recht
Associate Professor of EECS, University of California, Berkeley
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Exact matrix completion via convex optimization
EJ Candès, B Recht
Foundations of Computational mathematics 9 (6), 717, 2009
Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization
B Recht, M Fazel, PA Parrilo
SIAM Review 52 (3), 471-501, 2010
Random features for large-scale kernel machines
A Rahimi, B Recht
Advances in neural information processing systems, 1177-1184, 2008
Physical one-way functions
R Pappu, B Recht, J Taylor, N Gershenfeld
Science 297 (5589), 2026, 2002
Hogwild!: A lock-free approach to parallelizing stochastic gradient descent
F Niu, B Recht, C Ré, SJ Wright
Advances in Neural Information Processing Systems 24, 693--701, 2011
The Convex Geometry of Linear Inverse Problems
V Chandrasekaran, B Recht, PA Parrilo, AS Willsky
Foundations of Computational Mathematics 12 (6), 805-849, 2012
Understanding deep learning requires rethinking generalization
C Zhang, S Bengio, M Hardt, B Recht, O Vinyals
arXiv preprint arXiv:1611.03530, 2016
A simpler approach to matrix completion
B Recht
The Journal of Machine Learning Research 12, 3413-3430, 2011
Compressed sensing off the grid
G Tang, BN Bhaskar, P Shah, B Recht
IEEE Transactions on Information Theory 59 (11), 7465-7490, 2013
Tensor completion and low-n-rank tensor recovery via convex optimization
S Gandy, B Recht, I Yamada
Inverse Problems 27 (2), 025010, 2011
Weighted sums of random kitchen sinks: Replacing minimization with randomization in learning
A Rahimi, B Recht
Advances in Neural Information Processing Systems 21, 2008
Exact matrix completion via convex optimization
C Emmanuel, B Recht
Online identification and tracking of subspaces from highly incomplete information
L Balzano, R Nowak, B Recht
2010 48th Annual allerton conference on communication, control, and …, 2010
Train faster, generalize better: Stability of stochastic gradient descent
M Hardt, B Recht, Y Singer
arXiv preprint arXiv:1509.01240, 2015
Gradient descent only converges to minimizers
JD Lee, M Simchowitz, MI Jordan, B Recht
Conference on learning theory, 1246-1257, 2016
Atomic norm denoising with applications to line spectral estimation
BN Bhaskar, G Tang, B Recht
IEEE Transactions on Signal Processing 61 (23), 5987-5999, 2013
Audiopad: a tag-based interface for musical performance
J Patten, B Recht, H Ishii
Proceedings of the 2002 conference on New interfaces for musical expression, 1-6, 2002
Parallel stochastic gradient algorithms for large-scale matrix completion
B Recht, C Ré
Mathematical Programming Computation 5 (2), 201-226, 2013
Blind deconvolution using convex programming
A Ahmed, B Recht, J Romberg
IEEE Transactions on Information Theory 60 (3), 1711-1732, 2013
The marginal value of adaptive gradient methods in machine learning
AC Wilson, R Roelofs, M Stern, N Srebro, B Recht
Advances in Neural Information Processing Systems, 4148-4158, 2017
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