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graphclass

Code and data for penalized graph classifier method from "Network classification with applications to brain connectomics" https://arxiv.org/abs/1701.08140

R Code

The graphclass package implements a penalized graph classifier that promotes node selection. See graphclass.pdf for usage.

Installation

To install the package, use the following script:

#install.packages("devtools")
library(devtools)
install_github("jesusdaniel/graphclass")

Data

The COBRE data was obtained from http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html. See graphclass.pdf for details and references.

Aine, C. J., et al. "Multimodal neuroimaging in schizophrenia: description and dissemination." Neuroinformatics 15.4 (2017): 343-364.

Arroyo Relión, J.D., Kessler, D., Levina, E., Taylor, S.F., "Network classification with applications to brain connectomics". Ann. Appl. Stat. 13 (2019), no. 3, 1648--1677