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A Subtle Bias that Could Impact Your Decision Trees and Random Forests
Dec. 31, 2023, 5:39 p.m. | Gyorgy Kovacs
Towards Data Science - Medium towardsdatascience.com
That can be easily eliminated
There is a chance that your decision trees and random forests suffer from a small bias, which can be eliminated with ease, for basically no cost. This is what we explore in this post.
Disclaimer: the post discusses a recent research conducted by the author.
Introduction
Decision trees and random forests are widely adopted classification and regression techniques in machine learning. Decision trees are favored for their interpretability, …
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