Bayesian & Probabilistic

Bayesian Active Edge Evaluation on Expensive Graphs IJCAI 2018 Bayesian Adversarial Learning NeurIPS 2018 Bayesian Alignments of Warped Multi-Output Gaussian Processes NeurIPS 2018 Bayesian Coreset Construction via Greedy Iterative Geodesic Ascent ICML 2018 Bayesian Generalized Kernel Inference for Terrain Traversability Mapping CoRL 2018 Bayesian Inference of Temporal Task Specifications from Demonstrations NeurIPS 2018 Bayesian Model Selection for Change Point Detection and Clustering ICML 2018 Bayesian multi-domain learning for cancer subtype discovery from next-generation sequencing count data NeurIPS 2018 Bayesian Multi-label Learning with Sparse Features and Labels, and Label Co-occurrences AISTATS 2018 Bayesian Network Classifiers Under the Ensemble Perspective PGM 2018 Bayesian Network Structure Learning with Side Constraints PGM 2018 Bayesian Nonparametric Poisson-Process Allocation for Time-Sequence Modeling AISTATS 2018 Bayesian Nonparametric Spectral Estimation NeurIPS 2018 Bayesian Pose Graph Optimization via Bingham Distributions and Tempered Geodesic MCMC NeurIPS 2018 Bayesian Quadrature for Multiple Related Integrals ICML 2018 Bayesian Structure Learning for Dynamic Brain Connectivity AISTATS 2018 Bayesian Trees for Automated Cytometry Data Analysis MLHC 2018 Bayesian Uncertainty Estimation for Batch Normalized Deep Networks ICML 2018 Bucket Renormalization for Approximate Inference ICML 2018 Can Rumour Stance Alone Predict Veracity? COLING 2018 Classification of Moral Foundations in Microblog Political Discourse ACL 2018 Closed-form Marginal Likelihood in Gamma-Poisson Matrix Factorization ICML 2018 Cluster Variational Approximations for Structure Learning of Continuous-Time Bayesian Networks from Incomplete Data NeurIPS 2018 Combining Opinion Pooling and Evidential Updating for Multi-Agent Consensus IJCAI 2018 Computationally and statistically efficient learning of causal Bayes nets using path queries NeurIPS 2018