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Optimization

1,207 papers

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Papers

A simple multi-armed bandit algorithm with optimal variation-bounded regret COLT 2011
A Simpler Approach to Matrix Completion JMLR 2011
Load Balancing for Mobility-on-Demand Systems RSS 2011
Decomposing Isotonic Regression for Efficiently Solving Large Problems NIPS 2010
Optimal Web-Scale Tiering as a Flow Problem NIPS 2010
Random Conic Pursuit for Semidefinite Programming NIPS 2010
Linear Complementarity for Regularized Policy Evaluation and Improvement NIPS 2010
Basis Construction from Power Series Expansions of Value Functions NIPS 2010
Information-theoretic lower bounds on the oracle complexity of convex optimization NIPS 2009
Adaptive Design Optimization in Experiments with People NIPS 2009
On the Convergence of the Concave-Convex Procedure NIPS 2009
A Smoothed Approximate Linear Program NIPS 2009
Efficient Bregman Range Search NIPS 2009
Low-Rank Kernel Learning with Bregman Matrix Divergences JMLR 2009
MAS: a multiplicative approximation scheme for probabilistic inference NIPS 2008
An Extended Level Method for Efficient Multiple Kernel Learning NIPS 2008
Optimization on a Budget: A Reinforcement Learning Approach NIPS 2008
Efficient Principled Learning of Thin Junction Trees NIPS 2007
Optimistic Linear Programming gives Logarithmic Regret for Irreducible MDPs NIPS 2007
Progressive mixture rules are deviation suboptimal NIPS 2007
Minimax Regret Classifier for Imprecise Class Distributions JMLR 2007
Learning Equivariant Functions with Matrix Valued Kernels JMLR 2007
The Robustness-Performance Tradeoff in Markov Decision Processes NIPS 2006
Online Clustering of Moving Hyperplanes NIPS 2006
Large Margin Multi-channel Analog-to-Digital Conversion with Applications to Neural Prosthesis NIPS 2006