OTE

Optimal Trees Ensembles for Regression, Classification and Class Membership Probability Estimation

CRAN Package

Functions for creating ensembles of optimal trees for regression, classification (doi:10.1007/s11634-019-00364-9) and class membership probability estimation (doi:10.1007/978-3-319-25226-1_34) are given. A few trees are selected from an initial set of trees grown by random forest for the ensemble on the basis of their individual and collective performance. Three different methods of tree selection for the case of classification are given. The prediction functions return estimates of the test responses and their class membership probabilities. Unexplained variations, error rates, confusion matrix, Brier scores, etc. are also returned for the test data.


Documentation


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Insights

Last 30 days

This package has been downloaded 141 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 2 times.

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0 downloadsFeb 9, 2025
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1 downloadsFeb 15, 2025
3 downloadsFeb 16, 2025
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5 downloadsFeb 18, 2025
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11 downloadsFeb 21, 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 1,632 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 Sep 11, 2024 with 24 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


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Dependencies

  • Imports1 package