Comments on: A random forest guided tour

Autor:	Sylvain Arlot, Robin Genuer
Rok vydání:	2016
Předmět:	Statistics and Probability 010104 statistics & probability 0502 economics and business 05 social sciences Statistics 15. Life on land 0101 mathematics Statistics Probability and Uncertainty 01 natural sciences 050205 econometrics Random forest Mathematics
Zdroj:	TEST. 25:228-238
ISSN:	1863-8260 1133-0686
DOI:	10.1007/s11749-016-0484-4
Popis:	This paper is a comment on the survey paper by Biau and Scornet (TEST, 2016. doi: 10.1007/s11749-016-0481-7 ) about random forests. We focus on the problem of quantifying the impact of each ingredient of random forests on their performance. We show that such a quantification is possible for a simple pure forest, leading to conclusions that could apply more generally. Then, we consider “hold-out” random forests, which are a good middle point between “toy” pure forests and Breiman’s original random forests.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_________::0427848d4ec6659990304e9dbef241a7 https://doi.org/10.1007/s11749-016-0484-4 Zobrazit plný text záznamu Full text from SpringerLink