Package: SCFA 1.23.0

Duc Tran

SCFA: SCFA: Subtyping via Consensus Factor Analysis

Subtyping via Consensus Factor Analysis (SCFA) can efficiently remove noisy signals from consistent molecular patterns in multi-omics data. SCFA first uses an autoencoder to select only important features and then repeatedly performs factor analysis to represent the data with different numbers of factors. Using these representations, it can reliably identify cancer subtypes and accurately predict risk scores of patients.

Authors:Duc Tran [aut, cre], Hung Nguyen [aut], Tin Nguyen [fnd]

SCFA_1.23.0.tar.gz
SCFA_1.23.0.zip(r-4.7)SCFA_1.23.0.zip(r-4.6)SCFA_1.23.0.zip(r-4.5)
SCFA_1.23.0.tgz(r-4.6-any)SCFA_1.23.0.tgz(r-4.5-any)
SCFA_1.23.0.tar.gz(r-4.7-any)SCFA_1.23.0.tar.gz(r-4.6-any)
SCFA_1.23.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
SCFA/json (API)
NEWS

# Install 'SCFA' in R:
install.packages('SCFA', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/duct317/scfa/issues

Datasets:

On BioConductor:SCFA-1.23.0(bioc 3.24)SCFA-1.22.0(bioc 3.23)

survivalclusteringclassification

4.48 score 3 stars 3 scripts 304 downloads 1 mentions 2 exports 51 dependencies

Last updated from:7a31c30a54. Checks:1 NOTE, 9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
bioc-checksNOTE169
linux-devel-x86_64OK369
source / vignettesOK356
linux-release-x86_64OK367
macos-release-arm64OK259
macos-oldrel-arm64OK254
windows-develOK421
windows-releaseOK334
windows-oldrelOK346
wasm-releaseOK137

Exports:SCFASCFA.class

Dependencies:BHBiocParallelbitbit64callrcliclustercodetoolscorocpp11descfarverforeachformatRfutile.loggerfutile.optionsglmnetglueGPArotationigraphiteratorsjsonlitelabelinglambda.rlatticelifecyclemagrittrMatrixmatrixStatsmnormtnlmeotelpkgconfigprocessxpspsychR6RColorBrewerRcppRcppEigenRhpcBLASctlrlangsafetensorsscalesshapesnowsurvivaltorchvctrsviridisLitewithr

SCFA package manual

Rendered fromExample.Rmdusingknitr::rmarkdownon Jun 08 2026.

Last update: 2023-04-05
Started: 2020-08-05

Readme and manuals

Help Manual

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