Probability

Characteristic Kernels and Infinitely Divisible Distributions JMLR 2016 Combining Energy and Cross-Entropy Analysis for Nuclear Segments Detection Interspeech 2016 Completely random measures for modelling block-structured sparse networks NeurIPS 2016 Computing Lower and Upper Bounds on the Probability of Causal Statements PGM 2016 Edge-exchangeable graphs and sparsity NeurIPS 2016 Evidence Evaluation: a Study of Likelihoods and Independence PGM 2016 Exploiting Tradeoffs for Exact Recovery in Heterogeneous Stochastic Block Models NeurIPS 2016 Exponential expressivity in deep neural networks through transient chaos NeurIPS 2016 Faster Convex Optimization: Simulated Annealing with an Efficient Universal Barrier ICML 2016 Fast Mixing Markov Chains for Strongly Rayleigh Measures, DPPs, and Constrained Sampling NeurIPS 2016 ForecastICU: A Prognostic Decision Support System for Timely Prediction of Intensive Care Unit Admission ICML 2016 Generalized Direct Change Estimation in Ising Model Structure ICML 2016 Identifying the irreducible disjoint factors of a multivariate probability distribution PGM 2016 Information-theoretic thresholds for community detection in sparse networks COLT 2016 Kernel Mean Shrinkage Estimators JMLR 2016 Minimax Estimation of Maximum Mean Discrepancy with Radial Kernels NeurIPS 2016 Motion Planning as Probabilistic Inference using Gaussian Processes and Factor Graphs RSS 2016 Multivariate tests of association based on univariate tests NeurIPS 2016 One Scan 1-Bit Compressed Sensing AISTATS 2016 Optimal Learning via the Fourier Transform for Sums of Independent Integer Random Variables COLT 2016 Pliable Rejection Sampling ICML 2016 Probabilistic Inference with Generating Functions for Poisson Latent Variable Models NeurIPS 2016 Probability Inequalities for Kernel Embeddings in Sampling without Replacement AISTATS 2016 Properly Learning Poisson Binomial Distributions in Almost Polynomial Time COLT 2016 Quantized Random Projections and Non-Linear Estimation of Cosine Similarity NeurIPS 2016