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Optimization

14207 directly classified papers

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Papers

PASSCoDe: Parallel ASynchronous Stochastic dual Co-ordinate Descent ICML 2015
Fixed-point algorithms for learning determinantal point processes ICML 2015
Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization ICML 2015
Regularized Policy Gradients: Direct Variance Reduction in Policy Gradient Estimation ACML 2015
One-Pass Multi-View Learning ACML 2015
Photonic Delay Systems as Machine Learning Implementations JMLR 2015
A General Analysis of the Convergence of ADMM ICML 2015
Stochastic Optimization with Importance Sampling for Regularized Loss Minimization ICML 2015
Adaptive Stochastic Alternating Direction Method of Multipliers ICML 2015
Attribute Efficient Linear Regression with Distribution-Dependent Sampling ICML 2015
Surrogate Functions for Maximizing Precision at the Top ICML 2015
Optimizing Non-decomposable Performance Measures: A Tale of Two Classes ICML 2015
DiSCO: Distributed Optimization for Self-Concordant Empirical Loss ICML 2015
A Modified Orthant-Wise Limited Memory Quasi-Newton Method with Convergence Analysis ICML 2015
Multivariate Regression with Calibration NIPS 2014
A Drifting-Games Analysis for Online Learning and Applications to Boosting NIPS 2014
Scaling Graph-based Semi Supervised Learning to Large Number of Labels Using Count-Min Sketch AISTATS 2014
Top Rank Optimization in Linear Time NIPS 2014
On Model Parallelization and Scheduling Strategies for Distributed Machine Learning NIPS 2014
Efficient Minimax Strategies for Square Loss Games NIPS 2014
Parallel Successive Convex Approximation for Nonsmooth Nonconvex Optimization NIPS 2014
RAAM: The Benefits of Robustness in Approximating Aggregated MDPs in Reinforcement Learning NIPS 2014
Difference of Convex Functions Programming for Reinforcement Learning NIPS 2014
Inference by Learning: Speeding-up Graphical Model Optimization via a Coarse-to-Fine Cascade of Pruning Classifiers NIPS 2014
Globally Convergent Parallel MAP LP Relaxation Solver using the Frank-Wolfe Algorithm ICML 2014