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cancerclass

This is the development version of cancerclass; for the stable release version, see cancerclass.

All versions 3.24 (devel), 3.23 (release), 3.22, 3.21, 3.20, 3.19, 3.18, 3.17, 3.16, 3.15, 3.14, 3.13, 3.12, 3.11, 3.10, 3.9, 3.8, 3.7, 3.6, 3.5, 3.4, 3.3, 3.2, 3.1, 3.0, 2.14, 2.13, 2.12, 2.11

Development and validation of diagnostic tests from high-dimensional molecular data


Bioconductor version: Development (3.24)

The classification protocol starts with a feature selection step and continues with nearest-centroid classification. The accurarcy of the predictor can be evaluated using training and test set validation, leave-one-out cross-validation or in a multiple random validation protocol. Methods for calculation and visualization of continuous prediction scores allow to balance sensitivity and specificity and define a cutoff value according to clinical requirements.

Author: Jan Budczies, Daniel Kosztyla

Maintainer: Daniel Kosztyla <danielkossi at hotmail.com>

Citation (from within R, enter citation("cancerclass")):

Jan Budczies, Daniel Kosztyla. cancerclass: Development and validation of diagnostic tests from high-dimensional molecular data. doi:10.18129/B9.bioc.cancerclass, R package version 1.57.0, https://bioconductor.org/packages/cancerclass.

Generated from the package metadata; it may differ from the package's own citation.

Installation

To install this package, start R (version "4.6") and enter:

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

BiocManager::install("cancerclass")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("cancerclass")
Cancerclass: An R package for development and validation of diagnostic tests from high-dimensional molecular data PDF R Script
Reference ManualPDF

Details

biocViews Cancer, Classification, Microarray, Software, Visualization
Version1.57.0
In Bioconductor sinceBioC 2.11 (R-2.15) (14 years)
License GPL 3
Depends R (>= 2.14.0), Biobase, binom, methods, stats
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Suggests cancerdata
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Package Archives

Follow Installation instructions to use this package in your R session.

Source Package cancerclass_1.57.0.tar.gz
Windows Binary (x86_64) cancerclass_1.57.0.zip (64-bit only)
macOS Binary (big-sur-x86_64) cancerclass_1.57.0.tgz
macOS Binary (sonoma-arm64) cancerclass_1.57.0.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/cancerclass
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/cancerclass
Package Short Url https://bioconductor.org/packages/cancerclass/
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