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 125 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 2 times.

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0 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
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2 downloadsMar 14, 2025
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6 downloadsMar 17, 2025
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0 downloadsMar 19, 2025
7 downloadsMar 20, 2025
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4 downloadsMar 22, 2025
2 downloadsMar 23, 2025
5 downloadsMar 24, 2025
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0 downloadsMar 26, 2025
4 downloadsMar 27, 2025
2 downloadsMar 28, 2025
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1 downloadsMar 31, 2025
2 downloadsApr 1, 2025
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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 1,823 times in the last 365 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. 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