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Bayesian Inference

5,566 papers

Papers per year

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100
176
522
279
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Papers

Scalable Approximate Bayesian Inference for Outlier Detection under Informative Sampling JMLR 2016
On the properties of variational approximations of Gibbs posteriors JMLR 2016
Predicting Disease Progression with a Model for Multivariate Longitudinal Clinical Data MLHC 2016
A Bayesian Nonparametric Approach for Estimating Individualized Treatment-Response Curves MLHC 2016
Bayesian Matrix Factorization with Non-Random Missing Data using Informative Gaussian Process Priors and Soft Evidences PGM 2016
Reintroducing Credal Networks under Epistemic Irrelevance PGM 2016
Bayesian Torrent Classification by File Name and Size Only PGM 2016
Statistical Matching of Discrete Data by Bayesian Networks PGM 2016
Identifying the irreducible disjoint factors of a multivariate probability distribution PGM 2016
Online Algorithms for Sum-Product Networks with Continuous Variables PGM 2016
Hybrid Copula Bayesian Networks PGM 2016
Making Large Cox’s Proportional Hazard Models Tractable in Bayesian Networks PGM 2016
Estimating Causal Effects with Ancestral Graph Markov Models PGM 2016
Joint Bayesian Modelling of Internal Dependencies and Relevant Multimorbidities of a Heterogeneous Disease PGM 2016
d-VMP: Distributed Variational Message Passing PGM 2016
The Effect of Combination Functions on the Complexity of Relational Bayesian Networks PGM 2016
Regression Methods Applied to Flight Variables for Situational Awareness Estimation Using Dynamic Bayesian Networks PGM 2016
Scalable MAP inference in Bayesian networks based on a Map-Reduce approach PGM 2016
Exact Inference on Conditional Linear Γ-Gaussian Bayesian Networks PGM 2016
Compressing Bayes Net CPTs with Persistent Leaky Causes PGM 2016
Recursive Decentralized Collaborative Localization for Sparsely Communicating Robots RSS 2016
Situated Language Understanding with Human-like and Visualization-Based Transparency RSS 2016
Infinite Factorial Dynamical Model NIPS 2015
Dependent Multinomial Models Made Easy: Stick-Breaking with the Polya-gamma Augmentation NIPS 2015
A Tractable Approximation to Optimal Point Process Filtering: Application to Neural Encoding NIPS 2015