Optimization

Finite Sample Convergence Rates of Zero-Order Stochastic Optimization Methods NeurIPS 2012 Iterative ranking from pair-wise comparisons NeurIPS 2012 Link Prediction in Graphs with Autoregressive Features NeurIPS 2012 MAP Inference in Chains using Column Generation NeurIPS 2012 Matrix reconstruction with the local max norm NeurIPS 2012 Minimization of Continuous Bethe Approximations: A Positive Variation NeurIPS 2012 Minimizing Uncertainty in Pipelines NeurIPS 2012 Mirror Descent Meets Fixed Share (and feels no regret) NeurIPS 2012 Projection Retrieval for Classification NeurIPS 2012 Query Complexity of Derivative-Free Optimization NeurIPS 2012 Reconstruction from Anisotropic Random Measurements COLT 2012 Robustness and risk-sensitivity in Markov decision processes NeurIPS 2012 Scalable nonconvex inexact proximal splitting NeurIPS 2012 Scaled Gradients on Grassmann Manifolds for Matrix Completion NeurIPS 2012 Scaling MPE Inference for Constrained Continuous Markov Random Fields with Consensus Optimization NeurIPS 2012 Selecting Diverse Features via Spectral Regularization NeurIPS 2012 Smooth-projected Neighborhood Pursuit for High-dimensional Nonparanormal Graph Estimation NeurIPS 2012 Stochastic Gradient Descent with Only One Projection NeurIPS 2012 Topology Constraints in Graphical Models NeurIPS 2012 Toward a Noncommutative Arithmetic-geometric Mean Inequality: Conjectures, Case-studies, and Consequences COLT 2012 Tractable Objectives for Robust Policy Optimization NeurIPS 2012 A Convergence Analysis of Log-Linear Training NeurIPS 2011 A Fast Algorithm for Recovery of Jointly Sparse Vectors based on the Alternating Direction Methods AISTATS 2011 A Finite-Time Analysis of Multi-armed Bandits Problems with Kullback-Leibler Divergences COLT 2011 A New Algorithm for Compressed Counting with Applications in Shannon Entropy Estimation in Dynamic Data COLT 2011