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bayesian inference

1907 papers

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BI

Co-occurring keywords

variational inference (2069) markov chain monte carlo (725) gaussian process (1200) probabilistic modeling (852) uncertainty quantification (1393) posterior distribution (259) bayesian learning (185) gibbs sampling (201) graphical model (864) probabilistic model (476)

Papers

Conditional Expectation Propagation UAI 2019
Scalable Bayesian Learning for State Space Models using Variational Inference with SMC Samplers AISTATS 2019
Adaptive Activity Monitoring with Uncertainty Quantification in Switching Gaussian Process Models AISTATS 2019
Domain-Size Aware Markov Logic Networks AISTATS 2019
Good Initializations of Variational Bayes for Deep Models ICML 2019
The 35th Uncertainty in Artificial Intelligence Conference: Preface UAI 2019
Variational Inference MPC for Bayesian Model-based Reinforcement Learning CORL 2019
3D Backscatter Localization for Fine-Grained Robotics NSDI 2019
Bayesian Action Decoder for Deep Multi-Agent Reinforcement Learning ICML 2019
Bayesian Inference of Linear Temporal Logic Specifications for Contrastive Explanations IJCAI 2019
Human-in-the-loop Active Covariance Learning for Improving Prediction in Small Data Sets IJCAI 2019
Online Probabilistic Goal Recognition over Nominal Models IJCAI 2019
A Unified Bayesian Source Modelling for Determined Blind Source Separation INTERSPEECH 2019
Bayesian Counterfactual Risk Minimization ICML 2019
Bayesian Deconditional Kernel Mean Embeddings ICML 2019
Scalable Nonparametric Sampling from Multimodal Posteriors with the Posterior Bootstrap ICML 2019
Function-Space Distributions over Kernels NIPS 2019
Structured Variational Inference in Continuous Cox Process Models NIPS 2019
Pyro: Deep Universal Probabilistic Programming JMLR 2019
Incorporating Grouping Information into Bayesian Decision Tree Ensembles ICML 2019
Stein Point Markov Chain Monte Carlo ICML 2019
Sketching for Latent Dirichlet-Categorical Models AISTATS 2019
Bayesian Parameter Estimation for Nonlinear Dynamics Using Sensitivity Analysis IJCAI 2019
Rethinking the CSC Model for Natural Images NIPS 2019
Bayesian Graph Convolution LSTM for Skeleton Based Action Recognition ICCV 2019