Package: adverSCarial 1.5.0
adverSCarial: adverSCarial, generate and analyze the vulnerability of scRNA-seq classifier 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:
adverSCarial_1.5.0.tar.gz
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adverSCarial.pdf |adverSCarial.html✨
adverSCarial/json (API)
NEWS
# Install 'adverSCarial' in R: |
install.packages('adverSCarial', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org')) |
On BioConductor:adverSCarial-1.5.0(bioc 3.21)adverSCarial-1.4.0(bioc 3.20)
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
softwaresinglecelltranscriptomicsclassification
Last updated 2 months agofrom:9d206a638c. Checks:OK: 1 WARNING: 6. Indexed: yes.
Target | Result | Date |
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Doc / Vignettes | OK | Nov 29 2024 |
R-4.5-win | WARNING | Nov 29 2024 |
R-4.5-linux | WARNING | Nov 29 2024 |
R-4.4-win | WARNING | Nov 29 2024 |
R-4.4-mac | WARNING | Nov 29 2024 |
R-4.3-win | WARNING | Nov 29 2024 |
R-4.3-mac | WARNING | Nov 29 2024 |
Exports:advCGDadvCharadvGridMinChangeadvListadvMaxChangeadvModificationsadvRandWalkMinChangeadvSingleGeneadvTraininggetSignGenesmatrixFromSCEmaxChangeOverviewMClassifierpredictWithNewValuesceConvertToHGNCsingleGeneOverview
Dependencies:abindBiocGenericscrayonDelayedArraygenericsgtoolsIRangeslatticeMatrixMatrixGenericsmatrixStatsS4ArraysS4VectorsSparseArrayXVectorzlibbioc
adverSCarial, generate and analyze the vulnerability of scRNA-seq classifiers to adversarial attacks
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usingknitr::knitr
on Nov 29 2024.Last update: 2024-08-13
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Vign02_overView_analysis
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on Nov 29 2024.Last update: 2023-08-28
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Vign03_adapt_classifiers
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on Nov 29 2024.Last update: 2024-07-17
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Vign04_advRandWalkMinChange
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usingknitr::knitr
on Nov 29 2024.Last update: 2023-08-28
Started: 2023-04-16