Bayesian & Probabilistic

Lifted Weighted Mini-Bucket NeurIPS 2018 Limbic: Author-Based Sentiment Aspect Modeling Regularized with Word Embeddings and Discourse Relations EMNLP 2018 Log-concave sampling: Metropolis-Hastings algorithms are fast! COLT 2018 Making Continuous Time Bayesian Networks More Flexible PGM 2018 Markov Blanket and Markov Boundary of Multiple Variables JMLR 2018 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 Meta-Learning MCMC Proposals NeurIPS 2018 Minibatch Gibbs Sampling on Large Graphical Models ICML 2018 Minimal I-MAP MCMC for Scalable Structure Discovery in Causal DAG Models ICML 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 Multiphase MCMC Sampling for Parameter Inference in Nonlinear Ordinary Differential Equations AISTATS 2018 Multivariate Bayesian Structural Time Series Model JMLR 2018 Naive Bayesian Classifiers with Extreme Probability Features PGM 2018 Nested CRP with Hawkes-Gaussian Processes AISTATS 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 Nonparametric learning from Bayesian models with randomized objective functions NeurIPS 2018