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-4.4-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'))

Peer review:

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 122 downloads 1 mentions 2 exports 46 dependencies

Last updated 2 months agofrom:694c1c8de3. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 30 2024
R-4.5-winOKNov 30 2024
R-4.5-linuxOKNov 30 2024
R-4.4-winOKNov 30 2024
R-4.4-macOKNov 30 2024
R-4.3-winOKNov 30 2024
R-4.3-macOKNov 30 2024

Exports:SCFASCFA.class

Dependencies:BHBiocParallelbitbit64callrcliclustercodetoolscorocpp11descellipsisforeachformatRfutile.loggerfutile.optionsglmnetglueGPArotationigraphiteratorsjsonlitelambda.rlatticelifecyclemagrittrMatrixmatrixStatsmnormtnlmepkgconfigprocessxpspsychR6RcppRcppEigenRhpcBLASctlrlangsafetensorsshapesnowsurvivaltorchvctrswithr

SCFA package manual

Rendered fromExample.Rmdusingknitr::rmarkdownon Nov 30 2024.

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

Readme and manuals

Help Manual

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