Probabilistic Modeling

Online Trans-dimensional von Mises-Fisher Mixture Models for User Profiles JMLR 2016 On Mixtures of Markov Chains NeurIPS 2016 On Stacking Probabilistic Temporal Models with Bidirectional Information Flow PGM 2016 Optimal Estimation and Completion of Matrices with Biclustering Structures JMLR 2016 Penalized Maximum Likelihood Estimation of Multi-layered Gaussian Graphical Models JMLR 2016 Probabilistic Approaches to the AXB = YCZ Calibration Problem in Multi-Robot Systems RSS 2016 Probabilistic Graphical Models Specified by Probabilistic Logic Programs: Semantics and Complexity PGM 2016 Probabilistic Low-Rank Matrix Completion from Quantized Measurements JMLR 2016 Probabilistic Prototype Model for Serendipitous Property Mining COLING 2016 Reconstructing Parameters of Spreading Models from Partial Observations NeurIPS 2016 Regime Aware Learning PGM 2016 Reintroducing Credal Networks under Epistemic Irrelevance PGM 2016 Sampling for Bayesian Program Learning NeurIPS 2016 Scalable Approximate Bayesian Inference for Outlier Detection under Informative Sampling JMLR 2016 Scalable MAP inference in Bayesian networks based on a Map-Reduce approach PGM 2016 Scalable MCMC for Mixed Membership Stochastic Blockmodels AISTATS 2016 Semantic Annotation Aggregation with Conditional Crowdsourcing Models and Word Embeddings COLING 2016 Simulation and Calibration of a Fully Bayesian Marked Multidimensional Hawkes Process with Dissimilar Decays ACML 2016 Spectral Learning of Dynamic Systems from Nonequilibrium Data NeurIPS 2016 Spectral Methods Meet EM: A Provably Optimal Algorithm for Crowdsourcing JMLR 2016 Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies ICML 2016 Statistical Inference for Pairwise Graphical Models Using Score Matching NeurIPS 2016 Statistical Matching of Discrete Data by Bayesian Networks PGM 2016 Stochastic Discrete Clenshaw-Curtis Quadrature ICML 2016 Structure Learning of Partitioned Markov Networks ICML 2016