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
multiclassPairs
View on CRAN: Click
here
Download and install multiclassPairs package within the R console
Install from CRAN:
install.packages("multiclassPairs")
Install from Github:
library("remotes")
install_github("cran/multiclassPairs") Install by package version:
library("remotes")
install_version("multiclassPairs", "0.4.3") Attach the package and use:
library("multiclassPairs")
Maintained by
Nour-al-dain Marzouka
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-09-10
Latest Update: 2021-05-16
Description:
A toolbox to train a single sample classifier that uses in-sample feature relationships. The relationships are represented as feature1 < feature2 (e.g. gene1 < gene2). We provide two options to go with. First is based on 'switchBox' package which uses Top-score pairs algorithm. Second is a novel implementation based on random forest algorithm. For simple problems we recommend to use one-vs-rest using TSP option due to its simplicity and for being easy to interpret. For complex problems RF performs better. Both lines filter the features first then combine the filtered features to make the list of all the possible rules (i.e. rule1: feature1 < feature2, rule2: feature1 < feature3, etc...). Then the list of rules will be filtered and the most important and informative rules will be kept. The informative rules will be assembled in an one-vs-rest model or in an RF model. We provide a detailed description with each function in this package to explain the filtration and training methodology in each line. Reference: Marzouka & Eriksson (2021) .
How to cite:
Nour-al-dain Marzouka (2020). multiclassPairs: Build MultiClass Pair-Based Classifiers using TSPs or RF. R package version 0.4.3, https://cran.r-project.org/web/packages/multiclassPairs. Accessed 26 Aug. 2026.
Previous versions and publish date:
Other packages that cited multiclassPairs R package
View multiclassPairs citation profile
Other R packages that multiclassPairs depends,
imports, suggests or enhances
Complete documentation for multiclassPairs
Functions, R codes and Examples using
the multiclassPairs R package
Some associated functions: ReadData . do_dunn_test . filter_genes_TSP . group_TSP . optimize_RF . plot_binary_RF . plot_binary_TSP . predict_RF . predict_one_vs_rest_TSP . print-methods . proximity_matrix_RF . sort_genes_RF . sort_rules_RF . summary_genes_RF . train_RF . train_one_vs_rest_TSP .
Some associated R codes: functions.R . Full multiclassPairs package functions and examples
Downloads during the last 30 days
Today's Hot Picks in Authors and Packages
nextGenShinyApps
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Obinna Obianom (view profile)
PCADSC
A suite of non-parametric, visual tools for assessing differences in data structures
for two datase ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Anne H. Petersen (view profile)
clinUtils
Utility functions to facilitate the import,
the reporting and analysis of clinical data.
Example ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Laure Cougnaud (view profile)
SelvarMix
Performs a regularization approach to variable selection in themodel-based clustering and classifica ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Mohammed Sedki (view profile)
RCytoGPS
Defines classes and methods to process text-based
cytogenetics using the CytoGPS web site, then imp ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Kevin R. Coombes (view profile)
leafgl
Provides bindings to the 'Leaflet.glify' JavaScript library which extends the 'leaflet' JavaScript l ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Tim Appelhans (view profile)
28,332
R Packages
239,283
Dependencies
75,113
Author Associations
28,333
Publication Badges
