Prediction or interpretability?

Abstract The journal published a review of the literature on recursive partition in epidemiological research comparing two decision tree methods: classification and regression trees (CARTs) and conditional inference trees (CITs). There are two sources of potential confusion in the paper for readers:...

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Bibliographic Details
Main Author: Stefano Nembrini
Format: Article
Language:English
Published: BMC 2019-07-01
Series:Emerging Themes in Epidemiology
Online Access:http://link.springer.com/article/10.1186/s12982-019-0086-1
Description
Summary:Abstract The journal published a review of the literature on recursive partition in epidemiological research comparing two decision tree methods: classification and regression trees (CARTs) and conditional inference trees (CITs). There are two sources of potential confusion in the paper for readers: one lies in the definition and the comparison of CITs and CARTs, while the other is more general and it refers to the use of hyper-parameters and their tuning through resampling techniques.
ISSN:1742-7622