Mathematics & Optimization

Uniqueness of Belief Propagation on Signed Graphs NeurIPS 2011 Universality, Characteristic Kernels and RKHS Embedding of Measures JMLR 2011 Universal low-rank matrix recovery from Pauli measurements NeurIPS 2011 Variable Sparsity Kernel Learning JMLR 2011 Variance Penalizing AdaBoost NeurIPS 2011 Variance Reduction in Monte-Carlo Tree Search NeurIPS 2011 Accounting for network effects in neuronal responses using L1 regularized point process models NeurIPS 2010 Active Instance Sampling via Matrix Partition NeurIPS 2010 A Dirty Model for Multi-task Learning NeurIPS 2010 A Family of Penalty Functions for Structured Sparsity NeurIPS 2010 A Fast Traversal Heuristic and Optimal Algorithm for Effective Environmental Coverage RSS 2010 A generalization of the Multiple-try Metropolis algorithm for Bayesian estimation and model selection AISTATS 2010 Analysis of Multi-stage Convex Relaxation for Sparse Regularization JMLR 2010 An analysis on negative curvature induced by singularity in multi-layer neural-network learning NeurIPS 2010 An Approximate Inference Approach to Temporal Optimization in Optimal Control NeurIPS 2010 An Exponential Model for Infinite Rankings JMLR 2010 An Inverse Power Method for Nonlinear Eigenproblems with Applications in 1-Spectral Clustering and Sparse PCA NeurIPS 2010 A novel family of non-parametric cumulative based divergences for point processes NeurIPS 2010 A Potential-based Framework for Online Multi-class Learning with Partial Feedback AISTATS 2010 Approximate inference in continuous time Gaussian-Jump processes NeurIPS 2010 Approximate Inference on Planar Graphs using Loop Calculus and Belief Propagation JMLR 2010 Approximate parameter inference in a stochastic reaction-diffusion model AISTATS 2010 Approximation of hidden Markov models by mixtures of experts with application to particle filtering AISTATS 2010 A Primal-Dual Algorithm for Group Sparse Regularization with Overlapping Groups NeurIPS 2010 A Primal-Dual Message-Passing Algorithm for Approximated Large Scale Structured Prediction NeurIPS 2010