TDbasedUFE

This is a R package that intends to perform all the features possible by tensor decomposition based unsupervised feature extraction

https://github.com/tagtag/tdbasedufe

Science Score: 13.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
  • .zenodo.json file
  • DOI references
    Found 5 DOI reference(s) in README
  • Academic publication links
  • Committers with academic emails
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (11.0%) to scientific vocabulary

Keywords

bioinformatics dna-methylation gene-expression-profiles histone-modifications multiomics tensor-decomposition
Last synced: 6 months ago · JSON representation

Repository

This is a R package that intends to perform all the features possible by tensor decomposition based unsupervised feature extraction

Basic Info
  • Host: GitHub
  • Owner: tagtag
  • Language: R
  • Default Branch: devel
  • Homepage:
  • Size: 2.01 MB
Statistics
  • Stars: 5
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Topics
bioinformatics dna-methylation gene-expression-profiles histone-modifications multiomics tensor-decomposition
Created about 3 years ago · Last pushed almost 3 years ago
Metadata Files
Readme License

README.Rmd

---
output: github_document
---



```{r, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>",
  fig.path = "man/figures/README-",
  out.width = "100%"
)
```

# TDbasedUFE




The goal of TDbasedUFE is to ...

## Installation

``` r
if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")
BiocManager::install("TDbasedUFE")
```

You can install the latest release of TDbasedUFE from
[GitHub](https://github.com/) with:

``` r 
# install.packages("devtools")
devtools::install_github("tagtag/TDbasedUFE@v0.1.0")
```

You can install the development version of 
TDbasedUFE from [GitHub](https://github.com/) with:

``` r
# install.packages("devtools")
devtools::install_github("tagtag/TDbasedUFE",build_vignettes = TRUE)
```
or if it does not work, try 

``` r
# install.packages("devtools")
devtools::install_github("tagtag/TDbasedUFE")
```

# TDbasedUFE

**Tensor decomposition based unsupervised feature extraction**

## Manuscript

The theoretical back ground of this package was described in the following book:

***"Unsupervised Feature Extraction Applied to Bioinformatics:
A PCA Based and TD Based Approach"*** by Y-h. Taguchi

Please cite the book as:
```latex
@book{Taguchi2020,
  doi = {10.1007/978-3-030-22456-1},
  url = {https://doi.org/10.1007/978-3-030-22456-1},
  year = {2020},
  publisher = {Springer International Publishing},
  author = {Y-H. Taguchi},
  title = {Unsupervised Feature Extraction Applied to Bioinformatics}
}
```

[![DOI]](https://doi.org/10.1007/978-3-030-22456-1)

## Vignettes

How to use it 

vignette("QuickStart")

For more theoretical background

vignette("TDbasedUFE")

Owner

  • Name: Y-h. Taguchi
  • Login: tagtag
  • Kind: user
  • Location: Tokyo, Japan
  • Company: Chuo University

I was selected as top 2% researchers by Stanford Univ. http://is.gd/MJ0pDm My book was published from Springer. http://bit.ly/31uMVTK

GitHub Events

Total
Last Year

Committers

Last synced: over 2 years ago

All Time
  • Total Commits: 49
  • Total Committers: 1
  • Avg Commits per committer: 49.0
  • Development Distribution Score (DDS): 0.0
Past Year
  • Commits: 49
  • Committers: 1
  • Avg Commits per committer: 49.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
tagtag t****g@g****m 49
Committer Domains (Top 20 + Academic)

Packages

  • Total packages: 1
  • Total downloads:
    • bioconductor 5,482 total
  • Total dependent packages: 1
  • Total dependent repositories: 0
  • Total versions: 5
  • Total maintainers: 1
bioconductor.org: TDbasedUFE

Tensor Decomposition Based Unsupervised Feature Extraction

  • Versions: 5
  • Dependent Packages: 1
  • Dependent Repositories: 0
  • Downloads: 5,482 Total
Rankings
Dependent repos count: 0.0%
Forks count: 19.8%
Dependent packages count: 19.9%
Stargazers count: 29.0%
Average: 33.1%
Downloads: 97.0%
Maintainers (1)
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • GenomicRanges * imports
  • MOFAdata * imports
  • graphics * imports
  • methods * imports
  • rTensor * imports
  • readr * imports
  • stats * imports
  • tximport * imports
  • tximportData * imports
  • utils * imports
  • BiocStyle * suggests
  • knitr * suggests
  • rmarkdown * suggests
  • testthat >= 3.0.0 suggests