Package: adverSCarial 1.3.5

Ghislain FIEVET

adverSCarial: adverSCarial, generate and analyze the vulnerability of scRNA-seq classifiers to adversarial attacks

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.

Authors:Ghislain FIEVET [aut, cre], Sébastien HERGALANT [aut]

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adverSCarial.pdf |adverSCarial.html✨
adverSCarial/json (API)
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Peer review:

On BioConductor:adverSCarial-1.3.0(bioc 3.20)adverSCarial-1.2.0(bioc 3.19)

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

bioconductor-package

16 exports 1.00 score 15 dependencies

Last updated 9 days agofrom:4fb3560d78

Exports:advCharadvGridMinChangeadvIGD4CadvListadvMaxChangeadvModificationsadvRandWalkMinChangeadvSingleGeneadvTraininggetSignGenesmatrixFromSCEmaxChangeOverviewMClassifierpredictWithNewValuesceConvertToHGNCsingleGeneOverview

Dependencies:abindBiocGenericscrayonDelayedArraygtoolsIRangeslatticeMatrixMatrixGenericsmatrixStatsS4ArraysS4VectorsSparseArrayXVectorzlibbioc