RFmarkerDetector - RASpicer/MetabolomicsTools GitHub Wiki

RFmarkerDetector

Version: 1.0.1

Website

https://cran.r-project.org/web/packages/RFmarkerDetector/index.html

Description

RFmarkerDetector is a CRAN package that provides random forest analysis of metabolomics data, as well as scaling and PCA. Scaling can be performed using either autoscaling or pareto scaling. Mean centering can also be performed. There are functions for selecting the best RF model. Cross validation is implemented with the AUC multiple cross-validation (AUCRF) as well as Monte Carlo cross validation.

Functionality

  • Statistical Analysis

Instrument Data Type

Approaches

Computer Skills

Advanced

Software Type

R Package

Interface

Command line interface

Operating System (OS)

  • Unix/Linux
  • Mac OS
  • Windows

Language

R

Dependencies

AUCRF

Input Formats - Open

Peaklist

Input Formats - Proprietary

N/A

Published

2016

Last Updated

2016

License

GPL-3

Paper

PMID