Mathematics & Optimization

Randomized Online PCA Algorithms with Regret Bounds that are Logarithmic in the Dimension JMLR 2008 Ranking Individuals by Group Comparisons JMLR 2008 Reconciling Real Scores with Binary Comparisons: A New Logistic Based Model for Ranking NeurIPS 2008 Reducing statistical dependencies in natural signals using radial Gaussianization NeurIPS 2008 Resolution Limits of Sparse Coding in High Dimensions NeurIPS 2008 Robust Regression and Lasso NeurIPS 2008 Robust Submodular Observation Selection JMLR 2008 Scalable Algorithms for String Kernels with Inexact Matching NeurIPS 2008 Short-Term Depression in VLSI Stochastic Synapse NeurIPS 2008 Skill Characterization Based on Betweenness NeurIPS 2008 Sparse Signal Recovery Using Markov Random Fields NeurIPS 2008 Spectral Clustering with Perturbed Data NeurIPS 2008 Spectral Hashing NeurIPS 2008 Spike Feature Extraction Using Informative Samples NeurIPS 2008 Stochastic Recruitment: A Limited-Feedback Control Policy for Large Ensemble Systems RSS 2008 Stochastic Relational Models for Large-scale Dyadic Data using MCMC NeurIPS 2008 Structural Improvement Filtering Strategy for PRM RSS 2008 Structural Learning of Chain Graphs via Decomposition JMLR 2008 Supervised Dictionary Learning NeurIPS 2008 Supervised Exponential Family Principal Component Analysis via Convex Optimization NeurIPS 2008 Support Vector Machinery for Infinite Ensemble Learning JMLR 2008 The Conjoint Effect of Divisive Normalization and Orientation Selectivity on Redundancy Reduction NeurIPS 2008 The Gaussian Process Density Sampler NeurIPS 2008 The Mondrian Process NeurIPS 2008 Theory of matching pursuit NeurIPS 2008