Bayesian & Probabilistic

Making Continuous Time Bayesian Networks More Flexible PGM 2018 Mallows Models for Top-k Lists NeurIPS 2018 Markov Random Field MAP as Set Partitioning PGM 2018 Mean Field for the Stochastic Blockmodel: Optimization Landscape and Convergence Issues NeurIPS 2018 Mental Sampling in Multimodal Representations NeurIPS 2018 Microblog Conversation Recommendation via Joint Modeling of Topics and Discourse NAACL 2018 Mixed Membership Word Embeddings for Computational Social Science AISTATS 2018 Model-based targeted dimensionality reduction for neuronal population data NeurIPS 2018 Modeling Dynamic Missingness of Implicit Feedback for Recommendation NeurIPS 2018 Modelling sparsity, heterogeneity, reciprocity and community structure in temporal interaction data NeurIPS 2018 Monoaural Audio Source Separation Using Variational Autoencoders Interspeech 2018 Monte Carlo Syntax Marginals for Exploring and Using Dependency Parses NAACL 2018 Multidimensional Time Series Anomaly Detection: A GRU-based Gaussian Mixture Variational Autoencoder Approach ACML 2018 Naive Bayesian Classifiers with Extreme Probability Features PGM 2018 Named Entity Recognition on Code-Switched Data Using Conditional Random Fields ACL 2018 NASH: Toward End-to-End Neural Architecture for Generative Semantic Hashing ACL 2018 Natural Gradients in Practice: Non-Conjugate Variational Inference in Gaussian Process Models AISTATS 2018 Nearly tight sample complexity bounds for learning mixtures of Gaussians via sample compression schemes NeurIPS 2018 Neural Hidden Markov Model for Machine Translation ACL 2018 Neural Models for Documents with Metadata ACL 2018 Neural Particle Smoothing for Sampling from Conditional Sequence Models NAACL 2018 Neural Storyline Extraction Model for Storyline Generation from News Articles NAACL 2018 Nonparametric Bayesian Lomax delegate racing for survival analysis with competing risks NeurIPS 2018 Nonparametric Density Estimation under Adversarial Losses NeurIPS 2018 On Hapax Legomena and Morphological Productivity EMNLP 2018