Bayesian Inference

Bayesian Inference is a methodology that employs Bayes Rule to estimate parameters (and their full posterior).

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1751–1775 of 2226 papers

Title	Date	Tasks	Status	Hype
A Stochastic Hybrid Framework for Driver Behavior Modeling Based on Hierarchical Dirichlet Process	Jul 11, 2018	Bayesian InferenceTime Series	—Unverified	0
Accelerated physical emulation of Bayesian inference in spiking neural networks	Jul 6, 2018	Bayesian Inference	—Unverified	0
Scalable Gaussian Processes with Grid-Structured Eigenfunctions (GP-GRIEF)	Jul 5, 2018	Bayesian InferenceGaussian Processes	CodeCode Available	1
Understanding and Accelerating Particle-Based Variational Inference	Jul 4, 2018	Bayesian InferenceVariational Inference	CodeCode Available	1
Scalable approximate Bayesian inference for particle tracking data	Jul 1, 2018	Bayesian Inference	CodeCode Available	0
Scalable Gaussian Processes with Grid-Structured Eigenfunctions (GP-GRIEF)	Jul 1, 2018	Bayesian InferenceGaussian Processes	—Unverified	0
Rating Distributions and Bayesian Inference: Enhancing Cognitive Models of Spatial Language Use	Jul 1, 2018	Bayesian InferenceLinguistic Acceptability	—Unverified	0
An Introduction to Animal Movement Modeling with Hidden Markov Models using Stan for Bayesian Inference	Jun 27, 2018	Bayesian InferenceTime Series	—Unverified	0
A probabilistic atlas of the human thalamic nuclei combining ex vivo MRI and histology	Jun 22, 2018	Bayesian InferenceHippocampus	—Unverified	0
Random Feature Stein Discrepancies	Jun 20, 2018	Bayesian Inference	CodeCode Available	0
Large-Scale Stochastic Sampling from the Probability Simplex	Jun 19, 2018	Bayesian InferenceTopic Models	CodeCode Available	0
Uncertainty in multitask learning: joint representations for probabilistic MR-only radiotherapy planning	Jun 18, 2018	Bayesian Inference	—Unverified	0
Uncertainty Estimations by Softplus normalization in Bayesian Convolutional Neural Networks with Variational Inference	Jun 15, 2018	Bayesian InferenceGeneral Classification	CodeCode Available	0
Reconstructing networks with unknown and heterogeneous errors	Jun 9, 2018	Bayesian InferenceStochastic Block Model	—Unverified	0
Doubly Robust Bayesian Inference for Non-Stationary Streaming Data with β-Divergences	Jun 6, 2018	Bayesian InferenceChange Point Detection	CodeCode Available	0
Cycle-Consistent Adversarial Learning as Approximate Bayesian Inference	Jun 5, 2018	Bayesian InferenceVariational Inference	—Unverified	0
Inference Aided Reinforcement Learning for Incentive Mechanism Design in Crowdsourcing	Jun 1, 2018	Bayesian Inferencereinforcement-learning	—Unverified	0
Kernel embedding of maps for sequential Bayesian inference: The variational mapping particle filter	May 29, 2018	Bayesian InferenceSequential Bayesian Inference	CodeCode Available	0
Efficient Bayesian Inference for a Gaussian Process Density Model	May 29, 2018	Bayesian InferenceGaussian Processes	—Unverified	0
Wasserstein Variational Inference	May 29, 2018	Bayesian InferenceVariational Inference	—Unverified	0
Bayesian Inference with Anchored Ensembles of Neural Networks, and Application to Exploration in Reinforcement Learning	May 29, 2018	Bayesian Inferencereinforcement-learning	CodeCode Available	0
Semi-Implicit Variational Inference	May 28, 2018	Bayesian InferenceVariational Inference	CodeCode Available	0
Myopic Bayesian Design of Experiments via Posterior Sampling and Probabilistic Programming	May 25, 2018	Bayesian InferenceMulti-Armed Bandits	CodeCode Available	0
Likelihood-free inference with emulator networks	May 23, 2018	Bayesian Inference	CodeCode Available	0
Scalable Bayesian Learning for State Space Models using Variational Inference with SMC Samplers	May 23, 2018	Bayesian InferenceState Space Models	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	F-SWA	Accuracy	83.61	—	Unverified
2	F-SWAG	Accuracy	80.93	—	Unverified