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Bayesian Inference

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

Papers

Showing 19011925 of 2226 papers

TitleStatusHype
Calibration and Filtering of Exponential L\'evy Option Pricing Models0
Forecasting using incomplete models0
Bayesian Image Quality Transfer with CNNs: Exploring Uncertainty in dMRI Super-Resolution0
Sharing deep generative representation for perceived image reconstruction from human brain activityCode0
Mixture modeling on related samples by ψ-stick breaking and kernel perturbation0
Metropolis Sampling0
Stochastic Gradient Descent as Approximate Bayesian InferenceCode0
Object proposal generation applying the distance dependent Chinese restaurant processCode0
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian ProcessesCode0
Stein Variational Policy Gradient0
Bayesian Inference of Log Determinants0
Efficient acquisition rules for model-based approximate Bayesian computation0
Adaptive Gaussian process approximation for Bayesian inference with expensive likelihood functionsCode0
Augmented Ensemble MCMC sampling in Factorial Hidden Markov Models0
Cohort effects in mortality modelling: a Bayesian state-space approach0
An embedded segmental K-means model for unsupervised segmentation and clustering of speechCode0
Inference of epidemiological parameters from household stratified data0
Differentially Private Bayesian Learning on Distributed DataCode0
The variational Laplace approach to approximate Bayesian inference0
Signal-based Bayesian Seismic Monitoring0
Bayesian inference on random simple graphs with power law degree distributions0
A Mutually-Dependent Hadamard Kernel for Modelling Latent Variable CouplingsCode0
Linear, Machine Learning and Probabilistic Approaches for Time Series Analysis0
The Stochastic complexity of spin models: Are pairwise models really simple?0
A Dirichlet Mixture Model of Hawkes Processes for Event Sequence ClusteringCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1F-SWAAccuracy83.61Unverified
2F-SWAGAccuracy80.93Unverified