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Bayesian Inference

1724 directly classified papers

Papers per year

Papers

Full Bayesian Hidden Markov Model Variational Autoencoder for Acoustic Unit Discovery INTERSPEECH 2018
Principled Selection of Hyperparameters in the Latent Dirichlet Allocation Model JMLR 2018
Permuted and Augmented Stick-Breaking Bayesian Multinomial Regression JMLR 2018
Scalable Bayes via Barycenter in Wasserstein Space JMLR 2018
ELFI: Engine for Likelihood-Free Inference JMLR 2018
Scaling up Data Augmentation MCMC via Calibration JMLR 2018
Efficient Bayesian Inference of Sigmoidal Gaussian Cox Processes JMLR 2018
Multivariate Bayesian Structural Time Series Model JMLR 2018
Estimation of the Number of Speakers with Variational Bayesian PLDA in the DIHARD Diarization Challenge. INTERSPEECH 2018
Learning Distributions of Shape Trajectories From Longitudinal Datasets: A Hierarchical Model on a Manifold of Diffeomorphisms CVPR 2018
Density Adaptive Point Set Registration CVPR 2018
Lightweight Probabilistic Deep Networks CVPR 2018
Depth-bounding is effective: Improvements and evaluation of unsupervised PCFG induction EMNLP 2018
Deep Bayesian Active Learning for Natural Language Processing: Results of a Large-Scale Empirical Study EMNLP 2018
Representing Social Media Users for Sarcasm Detection EMNLP 2018
Parallel Probabilistic Inference by Weighted Model Counting PGM 2018
Instance-Specific Bayesian Network Structure Learning PGM 2018
A sum-product algorithm with polynomials for computing exact derivatives of the likelihood in Bayesian networks PGM 2018
Stochastic Anytime Search for Bounding Marginal MAP IJCAI 2018
Algorithms for the Nearest Assignment Problem IJCAI 2018
A Symbolic Approach to Explaining Bayesian Network Classifiers IJCAI 2018
Why so gloomy? A Bayesian explanation of human pessimism bias in the multi-armed bandit task NIPS 2018
An Information-Theoretic Analysis for Thompson Sampling with Many Actions NIPS 2018
Online Structured Laplace Approximations for Overcoming Catastrophic Forgetting NIPS 2018
Analytic solution and stationary phase approximation for the Bayesian lasso and elastic net NIPS 2018