propOverlap

Feature (gene) selection based on the Proportional Overlapping Scores

CRAN Package

A package for selecting the most relevant features (genes) in the high-dimensional binary classification problems. The discriminative features are identified using analyzing the overlap between the expression values across both classes. The package includes functions for measuring the proportional overlapping score for each gene avoiding the outliers effect. The used measure for the overlap is the one defined in the "Proportional Overlapping Score (POS)" technique for feature selection. A gene mask which represents a gene's classification power can also be produced for each gene (feature). The set size of the selected genes might be set by the user. The minimum set of genes that correctly classify the maximum number of the given tissue samples (observations) can be also produced.


Team


Insights

Last 30 days

This package has been downloaded 171 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 3 times.

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0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
0 downloadsFeb 12, 2025
0 downloadsFeb 13, 2025
0 downloadsFeb 14, 2025
6 downloadsFeb 15, 2025
7 downloadsFeb 16, 2025
4 downloadsFeb 17, 2025
7 downloadsFeb 18, 2025
6 downloadsFeb 19, 2025
4 downloadsFeb 20, 2025
2 downloadsFeb 21, 2025
7 downloadsFeb 22, 2025
14 downloadsFeb 23, 2025
4 downloadsFeb 24, 2025
4 downloadsFeb 25, 2025
15 downloadsFeb 26, 2025
4 downloadsFeb 27, 2025
2 downloadsFeb 28, 2025
5 downloadsMar 1, 2025
13 downloadsMar 2, 2025
10 downloadsMar 3, 2025
12 downloadsMar 4, 2025
10 downloadsMar 5, 2025
5 downloadsMar 6, 2025
2 downloadsMar 7, 2025
1 downloadsMar 8, 2025
1 downloadsMar 9, 2025
4 downloadsMar 10, 2025
7 downloadsMar 11, 2025
3 downloadsMar 12, 2025
4 downloadsMar 13, 2025
2 downloadsMar 14, 2025
3 downloadsMar 15, 2025
3 downloadsMar 16, 2025
0 downloadsMar 17, 2025
0 downloadsMar 18, 2025
0 downloadsMar 19, 2025
0 downloadsMar 20, 2025
0 downloadsMar 21, 2025
0 downloadsMar 22, 2025
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15

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 1,836 times in the last 365 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The day with the most downloads was Jul 21, 2024 with 146 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