R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
TSGS
View on CRAN: Click
here
Download and install TSGS package within the R console
Install from CRAN:
install.packages("TSGS")
Install from Github:
library("remotes")
install_github("cran/TSGS")
Install by package version:
library("remotes")
install_version("TSGS", "1.0")
Attach the package and use:
library("TSGS")
Maintained by
Sudhir Srivastava
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.TSGS . https://github.com/SudhirSrivastava/TSGS/issues . https://github.com/SudhirSrivastava/TSGS . TSGS results . TSGS.pdf . TSGS_1.0.tar.gz . TSGS_1.0.zip . TSGS_1.0.zip . TSGS_1.0.zip . TSGS_1.0.tgz . TSGS_1.0.tgz . TSGS_1.0.tgz . TSGS_1.0.tgz . https://CRAN.R-project.org/package=TSGS .
First Published: 2021-09-08
Latest Update: 2021-09-08
Description:
Obtaining relevant set of trait specific genes from gene expression data is important for clinical diagnosis of disease and discovery of disease mechanisms in plants and animals. This process involves identification of relevant genes and removal of redundant genes as much as possible from a whole gene set. This package returns the trait specific gene set from the high dimensional RNA-seq count data by applying combination of two conventional machine learning algorithms, support vector machine (SVM) and genetic algorithm (GA). GA is used to control and optimize the subset of genes sent to the SVM for classification and evaluation. Genetic algorithm uses repeated learning steps and cross validation over number of possible solution and selects the best. The algorithm selects the set of genes based on a fitness function that is obtained via support vector machines. Using SVM as the classifier performance and the genetic algorithm for feature selection, a set of trait specific gene set is obtained.
How to cite:
Sudhir Srivastava (2021). TSGS: Trait Specific Gene Selection using SVM and GA. R package version 1.0, https://cran.r-project.org/web/packages/TSGS. Accessed 06 May. 2025.
Previous versions and publish date:
No previous versions
Other packages that cited TSGS R package
View TSGS citation profile
Other R packages that TSGS depends,
imports, suggests or enhances
Complete documentation for TSGS
Functions, R codes and Examples using
the TSGS R package
Some associated functions: featureSelect .
Some associated R codes: featureSelect.R . Full TSGS package functions and examples
Downloads during the last 30 days
Today's Hot Picks in Authors and Packages
HuraultMisc
Contains various functions for data analysis, notably helpers and diagnostics for Bayesian modelling ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Guillem Hurault (view profile)
rotations
Tools for working with rotational data, including
simulation from the most commonly used distributi ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Bryan Stanfill (view profile)
simfam
The focus is on simulating and modeling families with founders drawn from a structured population (f ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Alejandro Ochoa (view profile)
netUtils
Provides a collection of network analytic (convenience) functions which are missing in other standar ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: David Schoch (view profile)
tbrf
Provides rolling statistical functions based on date and time windows instead of n-lagged observatio ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Michael Schramm (view profile)
tashu
Provides functions for analyzing citizens' bicycle usage pattern and predicting rental amount on spe ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Jiwon Min (view profile)
24,205
R Packages
207,311
Dependencies
65,312
Author Associations
24,206
Publication Badges
