blockcluster: Co-Clustering Package

In blockcluster: Co-Clustering Package for Binary, Categorical, Contingency and Continuous Data-Sets

Co-Clustering Package

Description

This package performs Co-clustering of binary, contingency, continuous and categorical data-sets.

Details

This package performs Co-clustering of binary, contingency, continuous and categorical data-sets with utility functions to visualize the Co-clustered data. The package contains a set of functions coclusterBinary, coclusterCategorical, coclusterContingency, coclusterContinuous which perform Co-clustering on various kinds of data-sets and return object of appropriate class (refer to documentation of these functions. The package also contains function coclusterStrategy (see documentation of function to know various slots) which returns an object of class strategy. This object can be given as input to co-clustering functions to control various Co-clustering parameters. Please refer to testmodels.R file which is included in "test" directory to see examples with various models and simulated data-sets.

The package also provide utility functions like summary() and plot() to summarize results and plot the original and Co-clustered data respectively.

Examples

## Simple example with simulated binary data
## load data
data(binarydata)
## usage of coclusterBinary function in its most simplest form
out<-coclusterBinary(binarydata,nbcocluster=c(2,3))
#" Summarize the output results
summary(out)
## Plot the original and Co-clustered data 
plot(out)

blockcluster documentation built on June 24, 2024, 5:17 p.m.