Ben Recht's Publications |
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Near Minimax Line Spectral Estimation. Gongguo Tang,
Badri Narayan Bhaskar, and Benjamin Recht. Submitted for publication. 2013.
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Blind Deconvolution using Convex Programming.
Ali Ahmed, Benjamin Recht, and Justin Romberg. Submitted for publication. 2012.
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Alterations in Cerebrospinal Fluid Proteins in a Presymptomatic Primary Glioma Model.
John C. Whitin, Taichang Jang, Milton Merchant, Tom T-S. Yu, Kenneth Lau, Benjamin Recht, Harvey J. Cohen, and Lawrence Recht.
PLoS ONE 7(11): e49724. 2012.
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Query Complexity of Derivative-Free Optimization.
Kevin Jamieson, Robert D. Nowak and Benjamin Recht.
Advances in Neural Information Processing Systems. 2012.
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Compressed Sensing off the Grid. Gongguo Tang, Badri Bhaskar,
Parikshit Shah, and Benjamin Recht. 2012.
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Factoring nonnegative matrices with linear programs.
Victor Bittorf, Benjamin Recht, Christopher Re, and Joel A. Tropp.
Advances in Neural Information Processing Systems. 2012.
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Linear System Identication via Atomic Norm Regularization.
Parikshit Shah, Badri Narayan Bhaskar, Gongguo Tang, and Benjamin Recht.
Proceedings of the 51st IEEE Conference on Decision and Control. 2012.
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Security Analysis of Smartphone Point-of-Sale Systems. WesLee Frisby, Benjamin Moench, Benjamin Recht, and Thomas Ristenpart. In Proceedings of WOOT 2012.
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Decomposition Methods for Large Scale LP Decoding. Siddharth Barman, Xishuo Liu, Stark Draper, and Benjamin Recht. 2012.
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Atomic norm denoising with applications to line spectral estimation.
Badri Narayan Bhaskar, Gongguo Tang, and Benjamin Recht.
2012.
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Beneath the Valley of the Noncommutative Arithmetic-Geometric
Mean Inequality: Conjectures, Case Studies, and Consequences.
Benjamin Recht and Christopher Re.
In Proceedings of COLT. 2012.
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Towards a Unified Architecture for in-RDBMS Analytics. Xixuan Feng, Arun Kumar,
Ben Recht, and Christopher Re. SIGMOD 2012.
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HOGWILD!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent.
Feng Niu, Benjamin Recht, Christopher Re, and Stephen J. Wright.
In Advances in
Neural Information Processing Systems. 2011.
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Simple Bounds for Recovering Low-complexity Models.
Emmanuel Candes and Benjamin Recht. Mathematical Programming. Online First.
2012.
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Tight Measurement Bounds for Exact Recovery of Structured Sparse Signals.
Nikhil Rao, Benjamin Recht, and Robert Nowak.
In Proceedings of AISTATS, 2012.
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Parallel Stochastic Gradient Algorithms for Large-Scale Matrix Completion.
Benjamin Recht and Christopher Re.
Mathematical Programming Computation Vol 5, No. 2, pp. 201-226.
2013.
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A Framework for Incorporating General Domain Knowledge into Latent
Dirichlet Allocation using First-Order Logic.
David Andrzejewski, Xiaojin Zhu, Mark Craven and Benjamin Recht.
Proceedings of the 22nd International Joint Conference on Artificial
Intelligence. 2011
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The Convex Geometry of Linear Inverse Problems.
Venkat Chandrasekaran, Benjamin Recht, Pablo A. Parrilo, and Alan
Willsky. Foundations of Computational Mathematics. Online First, October 2012.
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Practical Large-Scale Optimization for Max-Norm
Regularization. Jason Lee, Benjamin Recht, Ruslan Salakhutdinov, Nathan
Srebro, and Joel A. Tropp. Advances in Neural Information Processing
Systems. 2010.
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Transduction with matrix
completion: Three birds with one stone. Andrew Goldberg, Xiaojin Zhu,
Benjamin Recht, Junming Sui, and Robert Nowak. Advances in Neural
Information Processing Systems. 2010.
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Tensor completion and low-n-rank tensor recovery via
convex optimization. Silvia Gandy, Benjamin Recht, and Isao Yamada.
Inverse Problems. Vol 27, No. 2. 025010. 2011.
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| Online Identification and Tracking of Subspaces from
Highly Incomplete Information. Laura Balzano, Robert Nowak, and Benjamin
Recht. Proceedings of the 48th Annual Allerton Conference. 2010.
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| Null Space Conditions and
Thresholds for Rank Minimization (full and updated version of "Necessary
and Sufficient Conditions for Success of the Nuclear Norm Heuristic for
Rank Minimization"). Benjamin Recht, Weiyu Xu, and Babak Hassibi.
Mathematical Programming. Ser B. Vol. 127, Pages 175-211. 2011.
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Dimensionality Reduction: Beyond the
Johnson-Lindenstrauss Bound. Yair Bartal, Benjamin Recht, and Leonard J.
Schulman. 2007 (last updated: April, 2010). Was previously entitled "A
Nash Type Dimensionality Reduction for Discrete Subsets of L2."
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High-Dimensional Matched Subspace Detection When Data
are Missing. Laura Balzano, Robert Nowak, and Benjamin Recht.
Proceedings of the IEEE International Symposium on Information Theory.
2010.
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Sample Complexity for 1-bit Compressed Sensing and Sparse Classification.
Ankit Gupta, Robert Nowak, and Benjamin Recht.
Proceedings of the IEEE International Symposium on Information Theory.
2010.
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A Simpler Approach to Matrix Completion.
Benjamin Recht. Journal of Machine Learning Research. Vol 12. pp. 3413--3430.2011.
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Probability of Unique Integer Solution to a System
of Linear Equations. Olvi Mangasarian and Benjamin Recht. European
Journal of Operational Research. Vol 214, no 1. pp 27-30. 2011.
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Exact Matrix Completion Via Convex Optimization.
Emmanuel Candes and Benjamin Recht. Foundations
of Computational Mathematics. Vol 9. pp. 717--772. 2009.
(Communications of the ACM Research Highlight, Vol. 55, No. 6, pp 111-119. 2012.)
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Learning Kernels from Indefinite Similarities. Yihua
Chen, Maya R. Gupta, and Benjamin Recht. Proceedings of the
International Conference on Machine Learning. 2009.
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Necessary and Sufficient Conditions for Success of the
Nuclear Norm Heuristic for Rank Minimization. Benjamin Recht, Weiyu Xu and
Babak Hassibi. Conference Version. Proceedings of the 47th IEEE
Conference on Decision and Control, December 2008.
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Random Kitchen Sinks: Replacing Optimization with
Randomization in Learning. Ali Rahimi and Benjamin Recht. Neural
Information Processing
Systems (NIPS) 2008.
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Uniform Approximation of Functions with Random Bases.
Ali Rahimi and Benjamin Recht. Proceedings of the 46th Annual Allerton
Conference. 2008.
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Guaranteed Minimum Rank Solutions to Linear Matrix
Equations via Nuclear Norm Minimization. Benjamin Recht, Maryam Fazel,
and Pablo A. Parrilo. SIAM Review. Vol 52, no 3, pages 471-501. 2010 |
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A distinct phenotypic change in gliomas at the
time of magnetic resonance imaging detection. Taichang Jang, Binulal
Sathy, Yi-Hua Hsu, Milton Merchant, Benjamin Recht, Chen Chang, and
Lawrence Recht. Journal of
Neurosurgery. Vol 108, no 4, pages 782-790.
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Random Features for Large-Scale Kernel Machines. Ali
Rahimi and Benjamin Recht. Neural Information Processing Systems.
Vancouver,
2007.
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Learning to Transform Time Series with a Few Examples.
Ali Rahimi, Benjamin Recht, and Trevor Darrell. IEEE Transactions on
Pattern Analysis and Machine Intelligence. Vol 29, no 10, pages 1759 -
1775. 2007.
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Determining Interconnections in Chemical Reaction
Networks. Antonis Papachristodoulou and Benjamin Recht. American
Control Conference. 2007.
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Unsupervised Regression with Applications to
Nonlinear System Identification.
Ali Rahimi and Benjamin Recht. Advances in
Neural Information Processing Systems. 2006.
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Interaction Techniques for Musical Performance with
Tabletop Tangible Interfaces. James Patten, Benjamin Recht, and Hiroshi
Ishii. Advances in Computer Entertainment. 2006.
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Learning Appearance Manifolds from Video. Ali Rahimi,
Benjamin Recht, and Trevor Darrell. In Computer Vision and Pattern
Recognition. 2005.
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Distributed Control of Systems over Discrete Groups.
Benjamin Recht and Raffaello D'Andrea. IEEE Transactions on Automatic
Control. Vol 49, no 9, pages 1446 - 1452. 2004.
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Clustering with Normalized Cuts is Clustering with a
Hyperplane. Ali Rahimi and Benjamin Recht. In Statistical Learning in
Computer Vision. 2004.
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Exploiting Symmetry for the Distributed Control of
Spatially Interconnected Systems. Benjamin Recht and Raffaello D'Andrea.
In Proceedings of the 42nd IEEE Conference on Decision and Control. 2003.
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Musically Expressive Sound Textures from Generalized
Audio. Benjamin Recht and Brian Whitman. In Proceedings of the 6th
International Conference on Digital Audio Effects. 2003.
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Audiopad: A Tag-based Interface for Musical
Performance. James Patten, Benjamin Recht, Hiroshi Ishii. In Proceedings
of the NIME-02 Conference on New Interfaces for Musical Expression. 2002.
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Using unitary operations to preserve quantum states in
the presence of relaxation. Benjamin Recht, Yael Maguire, Seth Lloyd,
I.L. Chuang, N.A. Gershenfeld. Technical Report. 2002.
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Efficient Discrete Approximations of Quantum Gates. Aram
W. Harrow, Benjamin Recht, and Isaac L. Chuang. Journal of Mathematical
Physics. Vol 43, no 9, pages 4445-4451. 2002.
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Physical One-Way Functions. Ravikanth Pappu, Benjamin
Recht, Jason Taylor, and Neil Gershenfeld, Science. Vol 297, no 5589,
pages 2026-2030. 2002.
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Thesis |
Convex Modeling with Priors. PhD Thesis. MIT 2006.
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