Package: OSNMTF 0.1.0

OSNMTF: Orthogonal Sparse Non-Negative Matrix Tri-Factorization

A novel method to implement cancer subtyping and subtype specific drug targets identification via non-negative matrix tri-factorization. To improve the interpretability, we introduce orthogonal constraint to the row coefficient matrix and column coefficient matrix. To meet the prior knowledge that each subtype should be strongly associated with few gene sets, we introduce sparsity constraint to the association sub-matrix. The average residue was introduced to evaluate the row and column cluster numbers. This is part of the work "Liver Cancer Analysis via Orthogonal Sparse Non-Negative Matrix Tri- Factorization" which will be submitted to BBRC.

Authors:Xiaoyao Yin

OSNMTF_0.1.0.tar.gz
OSNMTF_0.1.0.zip(r-4.5)OSNMTF_0.1.0.zip(r-4.4)OSNMTF_0.1.0.zip(r-4.3)
OSNMTF_0.1.0.tgz(r-4.4-any)OSNMTF_0.1.0.tgz(r-4.3-any)
OSNMTF_0.1.0.tar.gz(r-4.5-noble)OSNMTF_0.1.0.tar.gz(r-4.4-noble)
OSNMTF_0.1.0.tgz(r-4.4-emscripten)OSNMTF_0.1.0.tgz(r-4.3-emscripten)
OSNMTF.pdf |OSNMTF.html
OSNMTF/json (API)

# Install 'OSNMTF' in R:
install.packages('OSNMTF', repos = c('https://yinxy1992.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

2.00 score 2 scripts 143 downloads 13 exports 17 dependencies

Last updated 5 years agofrom:e4821f5a3a. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 11 2024
R-4.5-winOKNov 11 2024
R-4.5-linuxOKNov 11 2024
R-4.4-winOKNov 11 2024
R-4.4-macOKNov 11 2024
R-4.3-winOKNov 11 2024
R-4.3-macOKNov 11 2024

Exports:affinityMatrixASRcostdist2euinitializationMSROSNMTFsimu_data_generationStandard_Normalizationupdate_Bupdate_Cupdate_Lupdate_R

Dependencies:clidplyrfansigenericsgluelifecyclemagrittrMASSpillarpkgconfigR6rlangtibbletidyselectutf8vctrswithr

An Introduction to the package OSNMTF

Rendered fromintroduction.Rmdusingknitr::rmarkdownon Nov 11 2024.

Last update: 2019-11-28
Started: 2019-11-28