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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

SpHMC: Spectral Hamiltonian Monte Carlo AAAI 2019
Automated Rule Base Completion as Bayesian Concept Induction AAAI 2019
Bayesian Graph Convolution LSTM for Skeleton Based Action Recognition ICCV 2019
Trust Region Sequential Variational Inference ACML 2019
A Generalization Bound for Online Variational Inference ACML 2019
Variational Inference from Ranked Samples with Features ACML 2019
Minimax Online Prediction of Varying Bernoulli Process under Variational Approximation ACML 2019
Adding Constraints to Bayesian Inverse Problems AAAI 2019
Kernelized Bayesian Softmax for Text Generation NIPS 2019
Dynamic Ensemble Modeling Approach to Nonstationary Neural Decoding in Brain-Computer Interfaces NIPS 2019
That’s Mine! Learning Ownership Relations and Norms for Robots AAAI 2019
Probabilistic Model Checking of Robots Deployed in Extreme Environments AAAI 2019
Context-Tree Recommendation vs Matrix-Factorization: Algorithm Selection and Live Users Evaluation AAAI 2019
Pyro: Deep Universal Probabilistic Programming JMLR 2019
Estimating the Causal Effect from Partially Observed Time Series AAAI 2019
Scalable Collapsed Inference for High-Dimensional Topic Models NAACL 2019
Robustness Guarantees for Bayesian Inference with Gaussian Processes AAAI 2019
Early-Stopping of Scattering Pattern Observation with Bayesian Modeling AAAI 2019
A Bayesian Perspective on the Deep Image Prior CVPR 2019
Domain-Size Aware Markov Logic Networks AISTATS 2019
Adaptive Activity Monitoring with Uncertainty Quantification in Switching Gaussian Process Models AISTATS 2019
Scalable Bayesian Learning for State Space Models using Variational Inference with SMC Samplers AISTATS 2019
Fast and Simple Natural-Gradient Variational Inference with Mixture of Exponential-family Approximations ICML 2019
Bayesian Combination of Probabilistic Classifiers using Multivariate Normal Mixtures JMLR 2019
Bayesian Inference of Linear Temporal Logic Specifications for Contrastive Explanations IJCAI 2019