conftrace_

approximate bayesian computation

33 papers

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Also known as

ABC

Co-occurring keywords

likelihood-free inference (47) bayesian inference (1907) kernel methods (1097) generative model (2892) simulation-based inference (31) posterior distribution (259) markov chain monte carlo (725) neural network (6616) posterior inference (138) surrogate model (181)

Papers

K2-ABC: Approximate Bayesian Computation with Kernel Embeddings AISTATS 2016
Bayesian Optimization for Likelihood-Free Inference of Simulator-Based Statistical Models JMLR 2016
Fast ε-free Inference of Simulation Models with Bayesian Conditional Density Estimation NIPS 2016
Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families NIPS 2015
Variational Generative Stochastic Networks with Collaborative Shaping ICML 2015
Accelerating ABC methods using Gaussian processes AISTATS 2014
Approximate Bayesian Image Interpretation using Generative Probabilistic Graphics Programs NIPS 2013
ABC Reinforcement Learning ICML 2013