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FunCC

The FunCC package provides the funcc_biclust function that jointly performs clustering of rows and columns for a functional dataset. dakmapp

Getting Started

The source code can be cloned or downloaded directly from github. An R studio project file is provided to open the project in RStudio.

Installing

The package can be installed directly from github but devtools is required.

If devtools is not installed use the following comand to install it

install.packages('devtools')

and then install the package

library(devtools)

install_github('mrtgalvani/FunCC')

Othewise the problem can be solved following the tutorial at: https://clang-omp.github.io/.

Automatic tests

devtools::test()

Example

data(funCCdata)

res<-funcc_biclust(funCCdata,delta=5,theta=1,number=500, alpha=1,beta=0,const_alpha=T,const_beta=T)

funcc_show_results(funCCdata,res)

funcc_show_block_matrix(funCCdata,res)

Documentation

The R documentation can be found in the main directory in FunCC.pdf.

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Version

Install

install.packages('FunCC')

Monthly Downloads

31

Version

1.0

License

GPL (>= 3)

Maintainer

Agostino Torti

Last Published

June 8th, 2020

Functions in FunCC (1.0)

funcc_show_block_matrix

Plotting co-clustering results of funCC on the data matrix
funcc_show_results

Plotting co-clustering results of funCC
funcc_show_bicluster_hscore

plotting hscore of each bi-cluster on bicluster dimension
funCCdata

Simulated data
funcc_show_bicluster_coverage

plotting coverage of each bi-cluster
funcc_biclust

Functional Cheng and Church algorithm
funcc_show_bicluster_dimension

plotting dimensions of each bi-cluster
find_best_delta

Functional Cheng and Church Algorithm varying the delta value