Package: SCFA 1.17.0

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_1.17.0.tar.gz
SCFA_1.17.0.zip(r-4.5)SCFA_1.17.0.zip(r-4.4)SCFA_1.17.0.zip(r-4.3)
SCFA_1.17.0.tgz(r-4.5-any)SCFA_1.17.0.tgz(r-4.4-any)SCFA_1.17.0.tgz(r-4.3-any)
SCFA_1.17.0.tar.gz(r-4.5-noble)SCFA_1.17.0.tar.gz(r-4.4-noble)
SCFA_1.17.0.tgz(r-4.4-emscripten)SCFA_1.17.0.tgz(r-4.3-emscripten)
SCFA.pdf |SCFA.html
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-1.17.0(bioc 3.21)SCFA-1.16.0(bioc 3.20)

survivalclusteringclassification

4.48 score 3 stars 2 scripts 168 downloads 1 mentions 2 exports 46 dependencies

Last updated 4 months agofrom:694c1c8de3. Checks:8 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 29 2025
R-4.5-winOKJan 29 2025
R-4.5-macOKJan 29 2025
R-4.5-linuxOKJan 29 2025
R-4.4-winOKJan 29 2025
R-4.4-macOKJan 29 2025
R-4.3-winOKJan 29 2025
R-4.3-macOKJan 29 2025

Exports:SCFASCFA.class

Dependencies:BHBiocParallelbitbit64callrcliclustercodetoolscorocpp11descellipsisforeachformatRfutile.loggerfutile.optionsglmnetglueGPArotationigraphiteratorsjsonlitelambda.rlatticelifecyclemagrittrMatrixmatrixStatsmnormtnlmepkgconfigprocessxpspsychR6RcppRcppEigenRhpcBLASctlrlangsafetensorsshapesnowsurvivaltorchvctrswithr

SCFA package manual

Rendered fromExample.Rmdusingknitr::rmarkdownon Jan 29 2025.

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

Readme and manuals

Help Manual

Help pageTopics
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