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Bioconductor - adverSCarial (development version)

adverSCarial

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 attacks

Bioconductor 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, enter citation("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.

Documentation

To 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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