Metadata-Version: 1.1
Name: bmcc
Version: 0.2.7
Summary: Implementation of Markov Chain Bayesian Clustering techniques, including DPM and MFM, with an abstract Mixture Model and Component Model API.
Home-page: https://github.com/thetianshuhuang/bmcc
Author: Tianshu Huang
Author-email: thetianshuhuang@gmail.com
License: UNKNOWN
Description: # Bayesian Markov Chain Clustering
        
        Implementation of Markov Chain Bayesian Clustering techniques, including DPM (Dirichlet Process Mixture Models [1]) and MFM (Mixture of Finite Mixtures [2]) mixture models, with an abstract Mixture Model and Component Model API.
        
        Hyperparameter updates for DPM are implemented using an Empirical Bayes update procedure [3].
        
        Final configuration selection is implemented using Least Squares clustering [4].
        
        
        ## Usage
        WIP!
        
        
        ## API
        WIP!
        
        
        ## References
        
        [1] Radford M. Neal (2000), "Markov Chain Sampling Methods for Dirichlet
            Process Mixture Models". Journal of Computational and Graphical Statistics,
            Vol. 9, No. 2.
        
        [2] Jeffrey W. Miller, Matthew T. Harrison (2018),
            "Mixture Models with a Prior on the Number of Components".
            Journal of the American Statistical Association, Vol. 113, Issue 521.
        
        [3] Jon D. McAuliffe, David M. Blei, Michael I. Jordan (2006),
            "Nonparametric empirical Bayes for the Dirichlet process mixture model".
            Statistics and Computing, Vol. 16, Issue 1.
        
        [4] David B. Dahl (2006), "Model-Based Clustering for Expression Data via a
            Dirichlet Process Mixture Model". Bayesian Inference for Gene Expression
            and Proteomics.
        
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Classifier: Intended Audience :: Science/Research
Classifier: Natural Language :: English
Classifier: Topic :: Scientific/Engineering :: Mathematics
Classifier: Topic :: Scientific/Engineering :: Information Analysis
