High-Dimensional and Big Data

• fmrs    [Doc]    [Paper]    

  Variable selection in finite mixture of AFT regression and FMR.

• TMCMC   

  Trans-dimensional Markov Chain Monte Carlo in independent and dependent mixtures

• THMM   

  Learning Mixture of Independent and Dependent Models via Penalized Trans-dimensional

• PTMCMC   

  Penalized trans-dimensional Markov Chain Monte Carlo and Hidden Markov models with binomial

• fmvcrs   

  Sparse estimation in finite mixture of varying coefficient regression models

• rfmrs   

  Robust estimation of finite mixture of regression models

• vcrs   

  Varying coefficient regression models

• NFMR   

  Nonparametric mixture of regression models

• fmvcrR   

  Robust estimation in finite mixture of varying coefficient regression models

• fmvcrR 

  Robust estimation in finite mixture of varying coefficient regression models

• vcrs   

  Sparse estimation in varying coefficient regression models

• fmvcrR   

  Robust sparse estimation in finite mixture of varying coefficient regression models

• fmvcrm   

  Sparse estimation in finite mixture of varying coefficient regression models

• FMVCR  [Doc]    [Paper] 

  Variable selection in FMVCR models

High-Dimensional Genomics and Genetics

• DMCHMM    [Doc]    [Paper]   
  A pipeline for identifying differentially methylated CpG sites using hidden Markov model in bisulfite sequencing data.

• DMCFB  

  Differentially methylated cytosines via a Bayesian functional approach.

• DMCKFB   

  Differentially methylated cytosine identification using kernel density estimation

• DMCTHM 

  Differentially methylated cytosines via trans-dimensional hidden Markov models