Package: adverSCarial 1.11.0
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 CGD attack is based on an estimated gradient descent. against adversarial attacks. The package provides a comprehensive solution for evaluating the robustness of scRNA-seq classifiers against adversarial attacks.
Authors:
adverSCarial_1.11.0.tar.gz
adverSCarial_1.11.0.zip(r-4.7)adverSCarial_1.11.0.zip(r-4.6)adverSCarial_1.11.0.zip(r-4.5)
adverSCarial_1.11.0.tgz(r-4.6-any)adverSCarial_1.11.0.tgz(r-4.5-any)
adverSCarial_1.11.0.tar.gz(r-4.7-any)adverSCarial_1.11.0.tar.gz(r-4.6-any)
adverSCarial_1.11.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
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-1.11.0(bioc 3.24)adverSCarial-1.10.0(bioc 3.23)
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
softwaresinglecelltranscriptomicsclassification
Last updated from:0818fc6387. Checks:8 WARNING, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | WARNING | 191 | ||
| linux-devel-x86_64 | WARNING | 277 | ||
| source / vignettes | OK | 237 | ||
| linux-release-x86_64 | WARNING | 239 | ||
| macos-release-arm64 | WARNING | 172 | ||
| macos-oldrel-arm64 | WARNING | 116 | ||
| windows-devel | WARNING | 380 | ||
| windows-release | WARNING | 471 | ||
| windows-oldrel | WARNING | 608 | ||
| wasm-release | OK | 163 |
Exports:advCGDadvCharadvGridMinChangeadvListadvMaxChangeadvModificationsadvRandWalkMinChangeadvSingleGeneadvTraininggetSignGenesmatrixFromSCEmaxChangeOverviewMClassifierpredictWithNewValuesceConvertToHGNCsingleGeneOverview
Dependencies:abindBiocGenericsDelayedArraygenericsgtoolsIRangeslatticeMatrixMatrixGenericsmatrixStatsS4ArraysS4VectorsSparseArrayXVector
adverSCarial, generate and analyze the vulnerability of scRNA-seq classifiers to adversarial attacks
Rendered fromvign01_adverSCarial.Rmdusingknitr::knitron Jun 04 2026.Last update: 2024-08-13
Started: 2023-04-16
Vign02_overView_analysis
Rendered fromvign02_overView_analysis.Rmdusingknitr::knitron Jun 04 2026.Last update: 2023-08-28
Started: 2023-04-16
Vign03_adapt_classifiers
Rendered fromvign03_adapt_classifier.Rmdusingknitr::knitron Jun 04 2026.Last update: 2024-07-17
Started: 2023-04-16
Vign04_advRandWalkMinChange
Rendered fromvign04_advRandWalkMinChange.Rmdusingknitr::knitron Jun 04 2026.Last update: 2023-08-28
Started: 2023-04-16
