Probabilistic Modeling

Markov Modulated Gaussian Cox Processes for Semi-Stationary Intensity Modeling of Events Data ICML 2018 Matrix-normal models for fMRI analysis AISTATS 2018 Message Passing Stein Variational Gradient Descent ICML 2018 Metadata-dependent Infinite Poisson Factorization for Efficiently Modelling Sparse and Large Matrices in Recommendation IJCAI 2018 Model-based targeted dimensionality reduction for neuronal population data NeurIPS 2018 Modeling Interpersonal Influence of Verbal Behavior in Couples Therapy Dyadic Interactions Interspeech 2018 Modeling "Presentness" of Electronic Health Record Data to Improve Patient State Estimation MLHC 2018 Multicalibration: Calibration for the (Computationally-Identifiable) Masses ICML 2018 Naive Bayesian Classifiers with Extreme Probability Features PGM 2018 Neural Networks for Predicting Algorithm Runtime Distributions IJCAI 2018 Neural Sketch Learning for Conditional Program Generation ICLR 2018 Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency EMNLP 2018 Nonparametric Bayesian Lomax delegate racing for survival analysis with competing risks NeurIPS 2018 Objective and efficient inference for couplings in neuronal networks NeurIPS 2018 Online Structure Learning for Feed-Forward and Recurrent Sum-Product Networks NeurIPS 2018 Optimality of Approximate Inference Algorithms on Stable Instances AISTATS 2018 Parallel and Distributed MCMC via Shepherding Distributions AISTATS 2018 Parallel Bayesian Network Structure Learning ICML 2018 Particle Filter Networks with Application to Visual Localization CoRL 2018 PhraseCTM: Correlated Topic Modeling on Phrases within Markov Random Fields ACL 2018 Point process latent variable models of larval zebrafish behavior NeurIPS 2018 pomegranate: Fast and Flexible Probabilistic Modeling in Python JMLR 2018 Possibilistic ASP Base Revision by Certain Input IJCAI 2018 Post-Regularization Inference for Time-Varying Nonparanormal Graphical Models JMLR 2018 Predictive Uncertainty Estimation via Prior Networks NeurIPS 2018