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Bayesian Inference

523 papers

Papers per year

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8
42
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Papers

Expectation Propagation for t-Exponential Family Using q-Algebra NIPS 2017
Bayesian Compression for Deep Learning NIPS 2017
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes NIPS 2017
Expectation Propagation with Stochastic Kinetic Model in Complex Interaction Systems NIPS 2017
Bayesian Interaction Primitives: A SLAM Approach to Human-Robot Interaction CORL 2017
Bayesian Modeling of Lexical Resources for Low-Resource Settings ACL 2017
Unsupervised Text Segmentation Based on Native Language Characteristics ACL 2017
CPSG-MCMC: Clustering-Based Preprocessing method for Stochastic Gradient MCMC AISTATS 2017
A Probabilistic Generative Grammar for Semantic Parsing CONLL 2017
Dynamic Facial Analysis: From Bayesian Filtering to Recurrent Neural Network CVPR 2017
Noise-Blind Image Deblurring CVPR 2017
Event extraction from Twitter using Non-Parametric Bayesian Mixture Model with Word Embeddings EACL 2017
High Dimensional Bayesian Optimization with Elastic Gaussian Process ICML 2017
Optimal Feature Selection for Decision Robustness in Bayesian Networks IJCAI 2017
Weighted Model Integration with Orthogonal Transformations IJCAI 2017
Efficient Inference for Untied MLNs IJCAI 2017
Plato's Cave in the Dempster-Shafer land--the Link between Pignistic and Plausibility Transformations IJCAI 2017
Coherent Predictive Inference under Exchangeability with Imprecise Probabilities (Extended Abstract) IJCAI 2017
Exploiting Causality for Selective Belief Filtering in Dynamic Bayesian Networks (Extended Abstract) IJCAI 2017
Probabilistic Inference in Hybrid Domains IJCAI 2017
Robust and Scalable Bayes via a Median of Subset Posterior Measures JMLR 2017
Finite-Dimensional BFRY Priors and Variational Bayesian Inference for Power Law Models NIPS 2016
Inference by Reparameterization in Neural Population Codes NIPS 2016
A Bayesian method for reducing bias in neural representational similarity analysis NIPS 2016
Balancing Suspense and Surprise: Timely Decision Making with Endogenous Information Acquisition NIPS 2016