bayesian-nonparametric-models

There are 4 repositories under bayesian-nonparametric-models topic.

vsmolyakov / DP_means
Dirichlet Process K-means
bayesian-inference bayesian-nonparametric-models clustering dirichlet-process-kmeans
Language:C++ 48
OFAI / BayesianNonparametrics.jl
BayesianNonparametrics in julia
bayesian-nonparametric-models julia dirichlet-process-mixtures bayesian-machine-learning bayesian-methods
Language:Julia 32
m-clark / sem
:white_medium_small_square: <- :white_circle: Structural Equation Modeling from a broader context.
sem structural-equation-modeling latent-variable-models graphical-models growth-curves mixture-model r lavaan irt topic-modeling bayesian-nonparametric-models
Language:R 31
luiarthur / TuringBnpBenchmarks
Benchmarks of Bayesian Nonparametric models in Turing and other PPLs
bayesian-inference probabilistic-programming bayesian-nonparametric-models julia-language benchmarks
Language:Jupyter Notebook 29
jirotubuyaki / ThunderBayesR
An R Package for Bayesian Nonparametric Clustering. We plan to implement several models.
bayesian-nonparametric-models bayesian clustering simulation nonparametric bayesian-statistics bayes data-clustering-algorithm data-analysis data-science clustering-algorithm cluster clustering-methods r-package dirichlet-process crp bayesian-nonparametrics bayesian-methods machine-learning r
Language:R 16
BigBayes / BNPMix.jl
Bayesian Nonparametric Mixture Models in Julia
bayesian-inference bayesian-nonparametric-models julia machine-learning
Language:Julia 14
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.
segmentation time-series ibp bayesian-nonparametric-models spcm-crp hidden-markov-model clustering state-clustering hmm ibp-hmm covariance-matrices transform-invariance
Language:MATLAB 14
hsvgbkhgbv / Thermostat-assisted-continuously-tempered-Hamiltonian-Monte-Carlo-for-Bayesian-learning
Thermostat-assisted continuously-tempered Hamiltonian Monte Carlo for Bayesian learning
sampling-methods deep-learning hybrid-monte-carlo bayesian-nonparametric-models bayesian-methods bayesian-neural-networks
Language:Python 10
samabs / conliga
Probabilistic inference of somatic copy number alterations using repeat DNA (FAST-SeqS)
bayesian-methods bayesian-inference copy-number copy-number-variation probabilistic-models probabilistic-graphical-models mcmc r rcpparmadillo bayesian-nonparametric-models genomics
Language:C++ 9
ryanneph / BNPSeg
Bayesian Non-Parametric Image Segmentation using HDP-MRF
bayesian-nonparametric-models bayesian-inference gibbs-sampling monte-carlo-sampling image-segmentation machine-learning medical-image-analysis cancer-imaging-research
Language:Python 8
BigBayes / BNPMix.java
Bayesian Nonparametric Mixture Models in Java
bayesian-inference bayesian-nonparametric-models java
Language:Java 6
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.
spectral-clustering similarity-matrix covariance-matrix clustering spcm-crp bayesian-nonparametric-models transform-invariance
Language:MATLAB 5
jirotubuyaki / ThunderBayes.jl
A Julia Package for Bayesian Nonparametric Analysis for Machine Learning
bayes bayesian bayesian-cluster-analysis bayesian-inference bayesian-nonparametric-methods bayesian-nonparametric-models bayesian-nonparametrics bayesian-statistics cluster-analysis clustering clustering-algorithm machine-learning statistics julia chinese-restaurant-process time-series
Language:Julia 4
ashar799 / SBC
Survival Based Clustering : Consistent Clustering of continuous molecular data with censored survival times
survival-analysis bayesian-nonparametric-models mixture-density-model
Language:R 2
bdoremus / BreakingLessBad
3 week Capstone project with BP - predicting part failure based on historical data
gaussian-processes series-data compressor-failures linear-regression data-science data-munging bayesian-nonparametric-models
2
Jiangyan-Zhao / BKP
Beta Kernel Processes Modeling
bayesian-nonparametric-models beta-binomial dirichlet-multinomial beta-kernel-process dirichlet-kernel-process kernel-methods r-package
Language:R 1
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 bayseian causal-discovery dirichlet-process-mixtures
Language:R 1
tjbucco / EMT-BNP-Learning
MATLAB code for journal paper ``Extended Multiobject Tracking with Nonparametric Bayesian Learning of Object Classes and Model Parameters"
bayesian-nonparametric-models clustering dirichlet-process dirichlet-process-mixtures extended-object-tracking multiobject-tracking multitarget-tracking
Language:MATLAB 1
Qian-Li / HFM
Rcpp Package implements Hierarchical Functional Models
rcpp rcpparmadillo functional-data-analysis latent-factor-model bayesian-nonparametric-models
Language:C++ 0
trinogz / ep2017
Bayesian Nonparametrics Models
python bayesian-nonparametric-models machine-learning europython
Language:TeX