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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

Efficiently Sampling from Underlying Models RSS 2018
Graphical model inference: Sequential Monte Carlo meets deterministic approximations NIPS 2018
Exploration by Distributional Reinforcement Learning IJCAI 2018
Wasserstein Variational Inference NIPS 2018
Analytic solution and stationary phase approximation for the Bayesian lasso and elastic net NIPS 2018
Learning and Inference in Hilbert Space with Quantum Graphical Models NIPS 2018
Parallel and Distributed MCMC via Shepherding Distributions AISTATS 2018
Implicit Probabilistic Integrators for ODEs NIPS 2018
Multi-value Rule Sets for Interpretable Classification with Feature-Efficient Representations NIPS 2018
The promises and pitfalls of Stochastic Gradient Langevin Dynamics NIPS 2018
Large-Scale Stochastic Sampling from the Probability Simplex NIPS 2018
Query Complexity of Bayesian Private Learning NIPS 2018
A Reduction for Efficient LDA Topic Reconstruction NIPS 2018
Autoconj: Recognizing and Exploiting Conjugacy Without a Domain-Specific Language NIPS 2018
Mental Sampling in Multimodal Representations NIPS 2018
Algorithmic Linearly Constrained Gaussian Processes NIPS 2018
Mean Field for the Stochastic Blockmodel: Optimization Landscape and Convergence Issues NIPS 2018
A Bayesian Approach to Generative Adversarial Imitation Learning NIPS 2018
Gaussian Process Neural Networks for Speech Recognition INTERSPEECH 2018
Probabilistic Boolean Tensor Decomposition ICML 2018
Gamma-Poisson Dynamic Matrix Factorization Embedded with Metadata Influence NIPS 2018
Scalable Bayes via Barycenter in Wasserstein Space JMLR 2018
Rating Distributions and Bayesian Inference: Enhancing Cognitive Models of Spatial Language Use ACL 2018
Tree-based Bayesian Mixture Model for Competing Risks AISTATS 2018
Deep Bayesian Active Learning for Natural Language Processing: Results of a Large-Scale Empirical Study EMNLP 2018