This is the development version of adverSCarial; for the stable release version, see adverSCarial.
adverSCarial, generate and analyze the vulnerability of scRNA-seq classifier to adversarial attacksBioconductor version: Development (3.22)
adverSCarial is an R Package designed for generating and analyzing the vulnerability of scRNA-seq classifiers to adversarial attacks. The package is versatile and provides a format for integrating any type of classifier. It offers functions for studying and generating two types of attacks, single gene attack and max change attack. The single-gene attack involves making a small modification to the input to alter the classification. The max-change attack involves making a large modification to the input without changing its classification. The package provides a comprehensive solution for evaluating the robustness of scRNA-seq classifiers against adversarial attacks.
Author: Ghislain FIEVET [aut, cre] ORCID: 0000-0002-0337-7327 , Sébastien HERGALANT [aut] ORCID: 0000-0001-8456-7992
Maintainer: Ghislain FIEVET <ghislain.fievet at gmail.com>
Citation (from within R, entercitation("adverSCarial")
): Installation
To install this package, start R (version "4.5") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
# The following initializes usage of Bioc devel
BiocManager::install(version='devel')
BiocManager::install("adverSCarial")
For older versions of R, please refer to the appropriate Bioconductor release.
DocumentationTo view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("adverSCarial")
Details See More Package Archives
Follow Installation instructions to use this package in your R session.
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