Alekh Agarwal, Ph.D.

Affiliations: 
2012 Electrical Engineering & Computer Sciences University of California, Berkeley, Berkeley, CA, United States 
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"Alekh Agarwal"
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Martin Wainwright grad student 2012 UC Berkeley
 (Computational Trade-offs in Statistical Learning.)
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Publications

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Agarwal A, Anandkumar A, Jain P, et al. (2016) Learning Sparsely Used Overcomplete Dictionaries via Alternating Minimization Siam Journal On Optimization. 26: 2775-2799
Agarwal A, Duchi JC. (2013) The generalization ability of online algorithms for dependent data Ieee Transactions On Information Theory. 59: 573-587
Agarwal A, Negahban S, Wainwright MJ. (2012) Fast global convergence of gradient methods for high-dimensional statistical recovery Annals of Statistics. 40: 2452-2482
Agarwal A, Negahban S, Wainwright MJ. (2012) Noisy matrix decomposition via convex relaxation: Optimal rates in high dimensions Annals of Statistics. 40: 1171-1197
Duchi JC, Agarwal A, Johansson M, et al. (2012) Ergodic mirror descent Siam Journal On Optimization. 22: 1549-1578
Agarwal A, Bartlett PL, Ravikumar P, et al. (2012) Information-theoretic lower bounds on the oracle complexity of stochastic convex optimization Ieee Transactions On Information Theory. 58: 3235-3249
Duchi JC, Agarwal A, Wainwright MJ. (2012) Dual averaging for distributed optimization: Convergence analysis and network scaling Ieee Transactions On Automatic Control. 57: 592-606
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