CRAN/E | mcca

mcca

Multi-Category Classification Accuracy

Installation

About

It contains six common multi-category classification accuracy evaluation measures. All of these measures could be found in Li and Ming (2019) doi:10.1002/sim.8103. Specifically, Hypervolume Under Manifold (HUM), described in Li and Fine (2008) doi:10.1093/biostatistics/kxm050. Correct Classification Percentage (CCP), Integrated Discrimination Improvement (IDI), Net Reclassification Improvement (NRI), R-Squared Value (RSQ), described in Li, Jiang and Fine (2013) doi:10.1093/biostatistics/kxs047. Polytomous Discrimination Index (PDI), described in Van Calster et al. (2012) doi:10.1007/s10654-012-9733-3. Li et al. (2018) doi:10.1177/0962280217692830. We described all these above measures and our mcca package in Li, Gao and D'Agostino (2019) doi:10.1002/sim.8103.

github.com/gaoming96/mcca
Bug report File report

Key Metrics

Version 0.7.0
Published 2019-12-20 1589 days ago
Needs compilation? no
License GPL-2
License GPL-3
CRAN checks mcca results

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Maintainer

Maintainer

Ming Gao

gaoming@umich.edu

Authors

Ming Gao
Jialiang Li

Material

Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

mcca archive

Imports

nnet
rpart
e1071
MASS
stats
pROC
caret
rgl