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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

Theory and Dynamics of Perceptual Bistability NIPS 2006
Combining causal and similarity-based reasoning NIPS 2006
Sparse Multinomial Logistic Regression via Bayesian L1 Regularisation NIPS 2006
A Switched Gaussian Process for Estimating Disparity and Segmentation in Binocular Stereo NIPS 2006
Data Integration for Classification Problems Employing Gaussian Process Priors NIPS 2006
Context Effects in Category Learning: An Investigation of Four Probabilistic Models NIPS 2006
Parameter Expanded Variational Bayesian Methods NIPS 2006
TrueSkill™: A Bayesian Skill Rating System NIPS 2006
Multiple timescales and uncertainty in motor adaptation NIPS 2006
Mixture Regression for Covariate Shift NIPS 2006
Multi-dynamic Bayesian Networks NIPS 2006
A Bayesian Approach to Diffusion Models of Decision-Making and Response Time NIPS 2006
Analysis of Empirical Bayesian Methods for Neuroelectromagnetic Source Localization NIPS 2006
Bayesian Policy Gradient Algorithms NIPS 2006
Learning to be Bayesian without Supervision NIPS 2006
Bayesian Detection of Infrequent Differences in Sets of Time Series with Shared Structure NIPS 2006
Bayesian Image Super-resolution, Continued NIPS 2006
A Bayesian Approach to Nonlinear Parameter Identification for Rigid Body Dynamics RSS 2006
Bayesian Model Scoring in Markov Random Fields NIPS 2006
Assessing Approximate Inference for Binary Gaussian Process Classification JMLR 2005
Lossless Online Bayesian Bagging JMLR 2004
Optimality of Universal Bayesian Sequence Prediction for General Loss and Alphabet JMLR 2003
Task Clustering and Gating for Bayesian Multitask Learning JMLR 2003
Latent Dirichlet Allocation JMLR 2003
An Approximate Analytical Approach to Resampling Averages JMLR 2003