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bayesian-nonparametric-models

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vsmolyakov /DP_means

Dirichlet Process K-means

clustering bayesian-inference bayesian-nonparametric-models dirichlet-process-kmeans

UpdatedJun 18, 2024
C++

OFAI /BayesianNonparametrics.jl

BayesianNonparametrics in julia

julia bayesian-methods bayesian-machine-learning bayesian-nonparametric-models dirichlet-process-mixtures

UpdatedSep 6, 2018
Julia

m-clark /sem

◽ <- ⚪ Structural Equation Modeling from a broader context.

r irt topic-modeling graphical-models sem mixture-model growth-curves latent-variable-models bayesian-nonparametric-models structural-equation-modeling lavaan

UpdatedJan 8, 2019
R

luiarthur /TuringBnpBenchmarks

Benchmarks of Bayesian Nonparametric models in Turing and other PPLs

julia-language benchmarks probabilistic-programming bayesian-inference bayesian-nonparametric-models

UpdatedJul 18, 2024
Jupyter Notebook

jirotubuyaki /ThunderBayesR

An R Package for Bayesian Nonparametric Clustering. We plan to implement several models.

data-science machine-learning r simulation clustering cluster bayesian-methods data-analysis bayesian bayes r-package clustering-algorithm bayesian-statistics dirichlet-process data-clustering-algorithm bayesian-nonparametric-models nonparametric crp clustering-methods bayesian-nonparametrics

UpdatedJun 30, 2022
R

BigBayes /BNPMix.jl

Bayesian Nonparametric Mixture Models in Julia

machine-learning julia bayesian-inference bayesian-nonparametric-models

UpdatedOct 25, 2017
Julia

nbfigueroa /ICSC-HMM

Toolbox for IBP Coupled SPCM-CRP Hidden Markov Model. Also contains code for EM-based HMM learning and inference for Bayesian non-parametric HDP-HMM and IBP-HMM.

hmm time-series clustering segmentation ibp hidden-markov-model bayesian-nonparametric-models covariance-matrices spcm-crp state-clustering ibp-hmm transform-invariance

UpdatedMar 21, 2019
MATLAB

hsvgbkhgbv /Thermostat-assisted-continuously-tempered-Hamiltonian-Monte-Carlo-for-Bayesian-learning

Thermostat-assisted continuously-tempered Hamiltonian Monte Carlo for Bayesian learning

deep-learning bayesian-methods hybrid-monte-carlo bayesian-nonparametric-models bayesian-neural-networks sampling-methods

UpdatedDec 10, 2018
Python

samabs /conliga

Probabilistic inference of somatic copy number alterations using repeat DNA (FAST-SeqS)

r genomics bayesian-methods bayesian-inference mcmc probabilistic-graphical-models copy-number-variation rcpparmadillo bayesian-nonparametric-models probabilistic-models copy-number

UpdatedOct 13, 2018
C++

ryanneph /BNPSeg

Bayesian Non-Parametric Image Segmentation using HDP-MRF

machine-learning cancer-imaging-research bayesian-inference image-segmentation gibbs-sampling bayesian-nonparametric-models monte-carlo-sampling medical-image-analysis

UpdatedJun 14, 2018
Python

BigBayes /BNPMix.java

Bayesian Nonparametric Mixture Models in Java

java bayesian-inference bayesian-nonparametric-models

UpdatedAug 7, 2017
Java

nbfigueroa /SPCM-CRP

Toolbox for spectral non-parametric clustering of SPD matices (covariance matrices and ellipsoids). Also contains code for EM-based GMM learning and inference for Bayesian non-parametric CRP-GMM.

clustering covariance-matrix similarity-matrix bayesian-nonparametric-models spectral-clustering spcm-crp transform-invariance

UpdatedMar 21, 2019
MATLAB

jirotubuyaki /ThunderBayes.jl

A Julia Package for Bayesian Nonparametric Analysis for Machine Learning

machine-learning statistics time-series clustering julia bayesian bayesian-inference bayes cluster-analysis clustering-algorithm bayesian-statistics bayesian-cluster-analysis bayesian-nonparametric-models chinese-restaurant-process bayesian-nonparametrics bayesian-nonparametric-methods

UpdatedOct 7, 2022
Julia

bdoremus /BreakingLessBad

3 week Capstone project with BP - predicting part failure based on historical data

data-science linear-regression series-data gaussian-processes bayesian-nonparametric-models data-munging compressor-failures

UpdatedFeb 11, 2023

ashar799 /SBC

Survival Based Clustering : Consistent Clustering of continuous molecular data with censored survival times

survival-analysis mixture-density-model bayesian-nonparametric-models

UpdatedApr 11, 2019
R

tjbucco /EMT-BNP-Learning

MATLAB code for journal paper ``Extended Multiobject Tracking with Nonparametric Bayesian Learning of Object Classes and Model Parameters"

clustering dirichlet-process bayesian-nonparametric-models dirichlet-process-mixtures extended-object-tracking multitarget-tracking multiobject-tracking

UpdatedMar 7, 2025
MATLAB

oedatainsight /GLP_DPMM_analysis

Statistical analysis and modeling using R, particularly with a focus on cluster analysis and visualization of probabilities

bayesian bayesian-nonparametric-models dirichlet-process-mixtures bayseian causal-discovery

UpdatedDec 24, 2024
R

Jiangyan-Zhao /BKP

Beta Kernel Processes Modeling

kernel-methods r-package bayesian-nonparametric-models dirichlet-multinomial beta-binomial beta-kernel-process dirichlet-kernel-process

UpdatedSep 23, 2025
R

Qian-Li /HFM

Rcpp Package implements Hierarchical Functional Models

rcpp functional-data-analysis rcpparmadillo bayesian-nonparametric-models latent-factor-model

UpdatedMay 4, 2018
C++

trinogz /ep2017

Bayesian Nonparametrics Models

python machine-learning europython bayesian-nonparametric-models

UpdatedJul 19, 2017
TeX

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