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Bayesian biclustering

Supplementary material for the paper 'Some Bayesian biclustering Methods: Modeling and inference'

Description of the files

  • BayesianBiclustering_NonMissing_v1.R - first version of the MCMC sampler for non-missing data
  • BayesianBiclustering_NonMissing_v2.R - second version of the MCMC sampler for non-missing data
  • BayesianBiclustering_WithMissing.R - MCMC sampler for datasets with missing entries
  • cppFunc.cpp - C++ implementation to compute average Rand index (for rows, columns, and elements)
  • SimStudies.R - additional code for simulation studies 6.1.3, 6.2, and 6.3
  • SimStudies_X.rds - dataset for simulation studies 6.1.3, 6.2, and 6.3
  • MultBiclust.R - additional code for simulation study 6.4
  • MultBiclust_X.rds - dataset for simulation study 6.4
  • OverlapMultBiclust.R - additional code for simulation study 6.5
  • OverlapMultBiclust_X.rds - dataset for simulation study 6.5
  • LungCancer.rds - lung cancer gene expression dataset
  • trueColumnCluster.rds - "true" column clustering for lung cancer gene expression dataset
  • AgYield.rds - agricultural yield dataset
  • idr0.rds - initial row clustering used for agricultural dataset analysis
  • idc0.rds - initial column clustering used for agricultural dataset analysis
  • AgYield_MAR.R - MAR version of Bayesian biclustering with agricultural yield dataset
  • Supplementary_Document_for_Paper_on_Bayesian_Biclustering.pdf - tables and plots supporting the paper