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bayesian inference

1904 papers

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Also known as

MCMC MBR BI BVMM MAP

Co-occurring keywords

variational inference (2069) markov chain monte carlo (724) gaussian process (1198) probabilistic modeling (851) uncertainty quantification (1365) posterior distribution (259) bayesian learning (185) gibbs sampling (201) graphical model (863) probabilistic model (476)

Papers

Adaptive Activity Monitoring with Uncertainty Quantification in Switching Gaussian Process Models AISTATS 2019
Domain-Size Aware Markov Logic Networks AISTATS 2019
A Probabilistic Derivation of LASSO and L12-Norm Feature Selections AAAI 2019
Bayesian Inference of Linear Temporal Logic Specifications for Contrastive Explanations IJCAI 2019
Automatic Bayesian Density Analysis AAAI 2019
Pyro: Deep Universal Probabilistic Programming JMLR 2019
A Unified Bayesian Source Modelling for Determined Blind Source Separation INTERSPEECH 2019
Bayesian Graph Convolution LSTM for Skeleton Based Action Recognition ICCV 2019
Bayesian Combination of Probabilistic Classifiers using Multivariate Normal Mixtures JMLR 2019
Analysis of Langevin Monte Carlo via Convex Optimization JMLR 2019
Convergence of Gaussian Belief Propagation Under General Pairwise Factorization: Connecting Gaussian MRF with Pairwise Linear Gaussian Model JMLR 2019
Accelerate CNN via Recursive Bayesian Pruning ICCV 2019
Evaluating Topic Quality with Posterior Variability EMNLP 2019
Towards Zero-shot Language Modeling EMNLP 2019
Why Didn’t You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models ACL 2019
An Automated Framework for Fast Cognate Detection and Bayesian Phylogenetic Inference in Computational Historical Linguistics ACL 2019
Probabilistic Model Checking of Robots Deployed in Extreme Environments AAAI 2019
Multilingual Factor Analysis ACL 2019
That’s Mine! Learning Ownership Relations and Norms for Robots AAAI 2019
Scalable Collapsed Inference for High-Dimensional Topic Models NAACL 2019
Communication-Efficient Stochastic Gradient MCMC for Neural Networks AAAI 2019
The Kernel Interaction Trick: Fast Bayesian Discovery of Pairwise Interactions in High Dimensions ICML 2019
Scalable Metropolis-Hastings for Exact Bayesian Inference with Large Datasets ICML 2019
Bayesian Joint Spike-and-Slab Graphical Lasso ICML 2019
Efficient learning of smooth probability functions from Bernoulli tests with guarantees ICML 2019