optRF: Optimising random forest stability by determining the optimal number of trees

Abstract Machine learning is frequently used to make decisions based on big data. Among these techniques, random forest is particularly prominent. Although random forest is known to have many advantages, one aspect that is often overseen is that it is a non-deterministic method that can produce diff...

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Bibliographic Details
Main Authors: Thomas M. Lange, Mehmet Gültas, Armin O. Schmitt, Felix Heinrich
Format: Article
Language:English
Published: BMC 2025-03-01
Series:BMC Bioinformatics
Subjects:
Online Access:https://doi.org/10.1186/s12859-025-06097-1
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