mcca

Multi-Category Classification Accuracy

CRAN Package

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.


Team


Insights

Last 30 days

This package has been downloaded 237 times in the last 30 days. More than a random curiosity, but not quite a blockbuster. Still, it's gaining traction! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 6 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
10 downloadsMar 4, 2025
27 downloadsMar 5, 2025
3 downloadsMar 6, 2025
12 downloadsMar 7, 2025
10 downloadsMar 8, 2025
2 downloadsMar 9, 2025
3 downloadsMar 10, 2025
6 downloadsMar 11, 2025
13 downloadsMar 12, 2025
11 downloadsMar 13, 2025
5 downloadsMar 14, 2025
19 downloadsMar 15, 2025
2 downloadsMar 16, 2025
3 downloadsMar 17, 2025
7 downloadsMar 18, 2025
5 downloadsMar 19, 2025
12 downloadsMar 20, 2025
7 downloadsMar 21, 2025
5 downloadsMar 22, 2025
3 downloadsMar 23, 2025
8 downloadsMar 24, 2025
15 downloadsMar 25, 2025
2 downloadsMar 26, 2025
5 downloadsMar 27, 2025
14 downloadsMar 28, 2025
0 downloadsMar 29, 2025
15 downloadsMar 30, 2025
2 downloadsMar 31, 2025
5 downloadsApr 1, 2025
6 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
0
27

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 2,806 times in the last 365 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The day with the most downloads was Jan 21, 2025 with 40 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports7 packages