Statistical Learning

A novel family of non-parametric cumulative based divergences for point processes NeurIPS 2010 A Rotation Test to Verify Latent Structure JMLR 2010 b-Bit Minwise Hashing for Estimating Three-Way Similarities NeurIPS 2010 Chromatic PAC-Bayes Bounds for Non-IID Data: Applications to Ranking and Stationary β-Mixing Processes JMLR 2010 Classification Methods with Reject Option Based on Convex Risk Minimization JMLR 2010 Consistent Nonparametric Tests of Independence JMLR 2010 Empirical Bernstein Boosting AISTATS 2010 Empirical Bernstein Inequalities for U-Statistics NeurIPS 2010 Empirical Risk Minimization with Approximations of Probabilistic Grammars NeurIPS 2010 Estimation of Rényi Entropy and Mutual Information Based on Generalized Nearest-Neighbor Graphs NeurIPS 2010 Exact inference and learning for cumulative distribution functions on loopy graphs NeurIPS 2010 Extended Bayesian Information Criteria for Gaussian Graphical Models NeurIPS 2010 Fast global convergence rates of gradient methods for high-dimensional statistical recovery NeurIPS 2010 Group Sparse Coding with a Laplacian Scale Mixture Prior NeurIPS 2010 Heavy-Tailed Process Priors for Selective Shrinkage NeurIPS 2010 High Dimensional Inverse Covariance Matrix Estimation via Linear Programming JMLR 2010 High-dimensional Variable Selection with Sparse Random Projections: Measurement Sparsity and Statistical Efficiency JMLR 2010 Identifying graph-structured activation patterns in networks NeurIPS 2010 Implicit encoding of prior probabilities in optimal neural populations NeurIPS 2010 Information Theoretic Measures for Clusterings Comparison: Variants, Properties, Normalization and Correction for Chance JMLR 2010 Interval Estimation for Reinforcement-Learning Algorithms in Continuous-State Domains NeurIPS 2010 Kernel Partial Least Squares is Universally Consistent AISTATS 2010 Learnability, Stability and Uniform Convergence JMLR 2010 Learning Bounds for Importance Weighting NeurIPS 2010 Learning Exponential Families in High-Dimensions: Strong Convexity and Sparsity AISTATS 2010