Probabilistic Modeling

Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies ICML 2016 Stable Graphical Models JMLR 2016 Statistical Inference for Pairwise Graphical Models Using Score Matching NeurIPS 2016 Statistical Matching of Discrete Data by Bayesian Networks PGM 2016 Structured Generative Models of Continuous Features for Word Sense Induction COLING 2016 Survey Propagation beyond Constraint Satisfaction Problems AISTATS 2016 Synthesis of MCMC and Belief Propagation NeurIPS 2016 The Sum-Product Theorem: A Foundation for Learning Tractable Models ICML 2016 Tractable Operations for Arithmetic Circuits of Probabilistic Models NeurIPS 2016 UAV Sensor Fusion With Latent-Dynamic Conditional Random Fields in Coronal Plane Estimation CVPR 2016 Understanding Probabilistic Sparse Gaussian Process Approximations NeurIPS 2016 Universal Models of Multivariate Temporal Point Processes AISTATS 2016 Unsupervised Learning of 3D Structure from Images NeurIPS 2016 Unsupervised Stress Information Labeling Using Gaussian Process Latent Variable Model for Statistical Speech Synthesis Interspeech 2016 Using Social Dynamics to Make Individual Predictions: Variational Inference with a Stochastic Kinetic Model NeurIPS 2016 Variational Dependent Multi-output Gaussian Process Dynamical Systems JMLR 2016 Variational Gaussian Copula Inference AISTATS 2016 Variational Inference in Mixed Probabilistic Submodular Models NeurIPS 2016 Voice Conversion Based on Matrix Variate Gaussian Mixture Model Using Multiple Frame Features Interspeech 2016 Active Learning for Structured Probabilistic Models With Histogram Approximation CVPR 2015 A Gaussian Process Model of Quasar Spectral Energy Distributions NeurIPS 2015 A Hybrid Approach for Probabilistic Inference using Random Projections ICML 2015 A Multitask Point Process Predictive Model ICML 2015 A New Perspective and Extension of the Gaussian Filter RSS 2015 A Spectral Algorithm for Inference in Hidden semi-Markov Models AISTATS 2015