← Bayesian & Probabilistic
Machine Learning › Bayesian & Probabilistic ›

Probabilistic Modeling

1884 directly classified papers

Papers per year

Papers

Towards Hardware-Aware Tractable Learning of Probabilistic Models NIPS 2019
Word Embedding as Maximum A Posteriori Estimation AAAI 2019
Ontology-Mediated Query Answering over Log-Linear Probabilistic Data AAAI 2019
Hierarchical Discrete Distribution Decomposition for Match Density Estimation CVPR 2019
Bidirectional Inference Networks:A Class of Deep Bayesian Networks for Health Profiling AAAI 2019
Traffic Updates: Saying a Lot While Revealing a Little AAAI 2019
BridgeNet: A Continuity-Aware Probabilistic Network for Age Estimation CVPR 2019
Variational Inference of Penalized Regression with Submodular Functions UAI 2019
Lifted Hinge-Loss Markov Random Fields AAAI 2019
Latent Dirichlet Allocation for Internet Price War AAAI 2019
Tensorial Change Analysis Using Probabilistic Tensor Regression AAAI 2019
X-DMM: Fast and Scalable Model Based Text Clustering AAAI 2019
Probabilistic Permutation Synchronization Using the Riemannian Structure of the Birkhoff Polytope CVPR 2019
Document Informed Neural Autoregressive Topic Models with Distributional Prior AAAI 2019
Probabilistic Logic Programming with Beta-Distributed Random Variables AAAI 2019
Fast Relational Probabilistic Inference and Learning: Approximate Counting via Hypergraphs AAAI 2019
Markov Logic Networks for Knowledge Base Completion: A Theoretical Analysis Under the MCAR Assumption UAI 2019
Exact and Approximate Weighted Model Integration with Probability Density Functions Using Knowledge Compilation AAAI 2019
Real-Time Information-Theoretic Exploration with Gaussian Mixture Model Maps RSS 2019
Expressive power of tensor-network factorizations for probabilistic modeling NIPS 2019
Real-Time Robotic Search using Structural Spatial Point Processes UAI 2019
Marginal Inference in Continuous Markov Random Fields Using Mixtures AAAI 2019
Minimum Stein Discrepancy Estimators NIPS 2019
Coordinated hippocampal-entorhinal replay as structural inference NIPS 2019
Generating and Sampling Orbits for Lifted Probabilistic Inference UAI 2019