Bayesian & Probabilistic

Beyond normality: Learning sparse probabilistic graphical models in the non-Gaussian setting NeurIPS 2017 Category-aware Next Point-of-Interest Recommendation via Listwise Bayesian Personalized Ranking IJCAI 2017 ChoiceRank: Identifying Preferences from Node Traffic in Networks ICML 2017 Classical Generalized Probabilistic Satisfiability IJCAI 2017 Coarse-to-Fine Lifted MAP Inference in Computer Vision IJCAI 2017 COEVOLVE: A Joint Point Process Model for Information Diffusion and Network Evolution JMLR 2017 Coherent Predictive Inference under Exchangeability with Imprecise Probabilities (Extended Abstract) IJCAI 2017 Collapsed variational Bayes for Markov jump processes NeurIPS 2017 Comparing Strategic Secrecy and Stackelberg Commitment in Security Games IJCAI 2017 Comparison of Non-Parametric Bayesian Mixture Models for Syllable Clustering and Zero-Resource Speech Processing Interspeech 2017 Complementary Sum Sampling for Likelihood Approximation in Large Scale Classification AISTATS 2017 Concrete Dropout NeurIPS 2017 Concrete Problems for Autonomous Vehicle Safety: Advantages of Bayesian Deep Learning IJCAI 2017 Convolutional Gaussian Processes NeurIPS 2017 CPSG-MCMC: Clustering-Based Preprocessing method for Stochastic Gradient MCMC AISTATS 2017 Curriculum Learning Based Probabilistic Linear Discriminant Analysis for Noise Robust Speaker Recognition Interspeech 2017 Deep Bayesian Active Learning with Image Data ICML 2017 Deep Dynamic Poisson Factorization Model NeurIPS 2017 Deep Latent Dirichlet Allocation with Topic-Layer-Adaptive Stochastic Gradient Riemannian MCMC ICML 2017 Deep Multi-task Gaussian Processes for Survival Analysis with Competing Risks NeurIPS 2017 Detecting Perspectives in Political Debates EMNLP 2017 Differential Privacy for Bayesian Inference through Posterior Sampling JMLR 2017 Discovering Relevance-Dependent Bicluster Structure from Relational Data IJCAI 2017 Discriminative Bayesian Nonparametric Clustering IJCAI 2017 Distribution of Gaussian Process Arc Lengths AISTATS 2017