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Bayesian Inference

4821 directly classified papers

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Papers

Parallelizing MCMC with Random Partition Trees NIPS 2015
Biologically Inspired Dynamic Textures for Probing Motion Perception NIPS 2015
Latent Bayesian melding for integrating individual and population models NIPS 2015
Inference for determinantal point processes without spectral knowledge NIPS 2015
Max-Margin Majority Voting for Learning from Crowds NIPS 2015
Lifted Inference Rules With Constraints NIPS 2015
Scalable Adaptation of State Complexity for Nonparametric Hidden Markov Models NIPS 2015
Direct Density-Derivative Estimation and Its Application in KL-Divergence Approximation AISTATS 2015
Expectation Particle Belief Propagation NIPS 2015
Concave Penalized Estimation of Sparse Gaussian Bayesian Networks JMLR 2015
Inferring Block Structure of Graphical Models in Exponential Families AISTATS 2015
IMU Preintegration on Manifold for Efficient Visual-Inertial Maximum-a-Posteriori Estimation RSS 2015
Predicting Preference Reversals via Gaussian Process Uncertainty Aversion AISTATS 2015
Frank-Wolfe Bayesian Quadrature: Probabilistic Integration with Theoretical Guarantees NIPS 2015
Probabilistic Variational Bounds for Graphical Models NIPS 2015
Rebuilding Factorized Information Criterion: Asymptotically Accurate Marginal Likelihood ICML 2015
A Probabilistic Model for Dirty Multi-task Feature Selection ICML 2015
Enabling scalable stochastic gradient-based inference for Gaussian processes by employing the Unbiased LInear System SolvEr (ULISSE) ICML 2015
Scalable Deep Poisson Factor Analysis for Topic Modeling ICML 2015
Kernel Interpolation for Scalable Structured Gaussian Processes (KISS-GP) ICML 2015
Convergence rate of Bayesian tensor estimator and its minimax optimality ICML 2015
Joint Probabilistic Data Association Revisited ICCV 2015
Hyperspectral Compressive Sensing Using Manifold-Structured Sparsity Prior ICCV 2015
Robust Nonrigid Registration by Convex Optimization ICCV 2015
Enhancing Road Maps by Parsing Aerial Images Around the World ICCV 2015