The m=√p rule for random forests

A couple of days ago, in our lab session, we discussed random forrests, and, since it was based on the example in ISLR, we had a quick discussion about the random choice of features, and the "[latex]m=\\sqrt{p}[/latex]" rule Interestingly, on that one, we can play a bit, and try all choices, and do it again, on a different train/test split, library(randomForest) library(ISLR2) set.seed(123) sim = function(t){ train = sample(nrow(Boston), size = nrow(Boston)*.7) subsim = function(i){ rf.boston...

Publication Details

Journal
Industrias Culturais (Universidade de Coimbra)
Published
2024-10-19
DOI
https://doi.org/10.58079/12j90
Primary Topic
Theoretical and Computational Physics
Type
article
Field-Weighted Citation Impact
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article

The m=√p rule for random forests

Industrias Culturais (Universidade de Coimbra)
Theoretical and Computational Physics
article

The m=√p rule for random forests

article en

Abstract

A couple of days ago, in our lab session, we discussed random forrests, and, since it was based on the example in ISLR, we had a quick discussion about the random choice of features, and the "[latex]m=\\sqrt{p}[/latex]" rule Interestingly, on that one, we can play a bit, and try all choices, and do it again, on a different train/test split, library(randomForest) library(ISLR2) set.seed(123) sim = function(t){ train = sample(nrow(Boston), size = nrow(Boston)*.7) subsim = function(i){ rf.boston...

Industrias Culturais (Universidade de Coimbra)
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Openalex Percentile: Top 80%
Theoretical and Computational Physics
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The m=√p rule for random forests · Industrias Culturais (Universidade de Coimbra) (2024) | TGRS Research Map | TGRS