Mathematics & Optimization

Quilting Stochastic Kronecker Product Graphs to Generate Multiplicative Attribute Graphs AISTATS 2012 Random Design Analysis of Ridge Regression COLT 2012 Randomized Optimum Models for Structured Prediction AISTATS 2012 Random Utility Theory for Social Choice NeurIPS 2012 Rare Probability Estimation under Regularly Varying Heavy Tails COLT 2012 Rational inference of relative preferences NeurIPS 2012 Reconstruction from Anisotropic Random Measurements COLT 2012 Recovery of Sparse Probability Measures via Convex Programming NeurIPS 2012 Refinement of Operator-valued Reproducing Kernels JMLR 2012 Regression for sets of polynomial equations AISTATS 2012 Regularization Paths with Guarantees for Convex Semidefinite Optimization AISTATS 2012 Regularized Bundle Methods for Convex and Non-Convex Risks JMLR 2012 Relax and Randomize : From Value to Algorithms NeurIPS 2012 Restricted Strong Convexity and Weighted Matrix Completion: Optimal Bounds with Noise JMLR 2012 Risk Aversion in Markov Decision Processes via Near Optimal Chernoff Bounds NeurIPS 2012 Risk-Aversion in Multi-armed Bandits NeurIPS 2012 Robust Kernel Density Estimation JMLR 2012 Robustness and risk-sensitivity in Markov decision processes NeurIPS 2012 Sampling Methods for the Nyström Method JMLR 2012 Scalable Inference on Kingman’s Coalescent using Pair Similarity AISTATS 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 Semiparametric Principal Component Analysis NeurIPS 2012