← Bayesian & Probabilistic
Machine Learning › Bayesian & Probabilistic ›

Bayesian Learning

455 directly classified papers

Papers per year

Papers

BaKer-Nets: Bayesian Random Kernel Mapping Networks IJCAI 2020
Bayesian Hierarchical Words Representation Learning ACL 2020
Efficient Large-Scale Gaussian Process Bandits by Believing only Informative Actions L4DC 2020
L1-GP: L1 Adaptive Control with Bayesian Learning L4DC 2020
Bayesian Learning with Adaptive Load Allocation Strategies L4DC 2020
Learning supported Model Predictive Control for Tracking of Periodic References L4DC 2020
Structure Learning from Related Data Sets with a Hierarchical Bayesian Score PGM 2020
Localized active learning of Gaussian process state space models L4DC 2020
Bayesian model predictive control: Efficient model exploration and regret bounds using posterior sampling L4DC 2020
BayesSuites: An Open Web Framework for Visualization of Massive Bayesian Networks PGM 2020
Structured Variational Inference in Partially Observable Unstable Gaussian Process State Space Models L4DC 2020
Compositional uncertainty in deep Gaussian processes UAI 2020
Bayesian Online Prediction of Change Points UAI 2020
Scalable and Flexible Clustering of Grouped Data via Parallel and Distributed Sampling in Versatile Hierarchical Dirichlet Processes UAI 2020
Nonparametric Fisher Geometry with Application to Density Estimation UAI 2020
GOBNILP: Learning Bayesian network structure with integer programming PGM 2020
Bayesian Sparsification of Deep C-valued Networks ICML 2020
Learning Bayesian Networks with Cops and Robbers PGM 2020
Bayesian Network Model Averaging Classifiers by Subbagging PGM 2020
A Score-and-Search Approach to Learning Bayesian Networks with Noisy-OR Relations PGM 2020
Learning Big Gaussian Bayesian Networks: Partition, Estimation and Fusion JMLR 2020
Differentiable TAN Structure Learning for Bayesian Network Classifiers PGM 2020
Multi-Speaker Text-to-Speech Synthesis Using Deep Gaussian Processes INTERSPEECH 2020
Prediction of High Risk of Deviations in Home Care Deliveries PGM 2020
Specifying Weight Priors in Bayesian Deep Neural Networks with Empirical Bayes AAAI 2020