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Search results for matlab mcmc

34 search results found

Gpstuff ⭐ 144

GPstuff - Gaussian process models for Bayesian analysis

Paramonte ⭐ 112

ParaMonte: Plain Powerful Parallel Monte Carlo and MCMC Library for Python, MATLAB, Fortran, C++, C.

Pymcmcstat ⭐ 49

Python implementation of MATLAB toolbox "mcmcstat"

Hierarchical meta-d' model

Regression with Summary Statistics.

Bda_m_demos ⭐ 42

Bayesian Data Analysis demos for Matlab/Octave

Use neural network to construct expressive hierarchical distribution; Optimizing a novel bound with theoretical guarantees; A fast and robust method with accurate uncertainty estimation. (ICML 2018)

Mcmcstat ⭐ 38

MCMC toolbox for Matlab

An implementation of the Goodman & Weare MCMC sampler for matlab

AAAI & CVPR 2016: Preconditioned Stochastic Gradient Langevin Dynamics (pSGLD)

Vcd_divergence ⭐ 23

Code to minimize the Variational Contrastive Divergence (VCD)

machine learning

Matlab Bayesian Estimation ⭐ 21

Matlab Toolbox for Bayesian Estimation

Ltcc Advanced Computational Methods In Statistics ⭐ 17

Advanced LTCC course in StatisticsThis course will provide an overview of Monte Carlo methods when used for problems in Statistics. After an introduction to simulation, its purpose and challenges, we will cover in more detail Importance Sampling, Markov Chain Monte Carlo and Sequential Monte Carlo. Whilst the main focus will be on the methodology and its relevance to applications, we will often mention relevant theoretical results and their importance for problems in practice.

Markov Chain Monte Carlo Mcmc ⭐ 16

Markov Chain Monte Carlo MCMC methods are implemented in various languages (including R, Python, Julia, Matlab)

Continuous_time_ca_sampler ⭐ 16

The code takes as an input a time series vector of calcium observationsand produces samples from the posterior distribution of the underlying spike in continuous time.

Het_agents_bayes ⭐ 16

Estimation of heterogeneous agent models using both macro and micro data

Gaussianmixmcmc_metropolis ⭐ 15

Codes related to the publication Gaussian mixture Markov chain Monte Carlo method for linear seismic inversion

Corbinian ⭐ 14

CorBinian: A toolbox for modelling and simulating high-dimensional binary and count-data with correlations

Bayesianml Mcmc ⭐ 11

Bayesian Model Inference using MCMC

BFAST3D: Bayesian Fast Accurate Spatial Tricks in 3D. For fMRI analysis.

Bayes Hier ⭐ 9

MATLAB MCMC for Bayesian hierarchical inversion

Bayesian2afc ⭐ 8

Vincent, B. T. (2015) A tutorial on Bayesian models of Perception, Journal of Mathematical Psychology.

Ranking Algorithms ⭐ 7

Machine Learning-Probabilistic Ranking System

Matlab implementation of the EM and MCMC algorithm for SVMs as introduced in the paper "Data augmentation for support vector machines"

Mcmc_preferencemjp ⭐ 6

MCMC sampling algorithm for Markov jump process (MJP) and preference-MJP models on check-in data.

Random Tree Parallel Mcmc ⭐ 5

PART: a fast algorithm for aggregating MCMC sub-chain samples

Mcmc_gibbs ⭐ 5

MCMC simulation using Gibbs sampling.

Cornerplot ⭐ 5

Show every 2D density plot for an n-dimensional dataset. Especially useful for diagnosing MCMC sampling.

Johannsenmertensjmcbtimeserieselb ⭐ 5

Replication Files for Johannsen and Mertens (JMCB, 2021)

An introduction of MCMC, implementation of TAP, AIS, RTS algorithm to estimate the partition function of an RBM (Project of Stochastic Process course)

Yet Another Matlab MCMC code

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