Time-penalised trees (TpT): a new tree-based data mining algorithm for time-varying covariates

This article introduces a new decision tree algorithm that accounts for time-varying covariates in the decision-making process. Traditional decision tree algorithms assume that the covariates are static and do not change over time, which can lead to inaccurate predictions in dynamic environments. Ot...

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Vydáno v:	Annals of mathematics and artificial intelligence
Hlavní autor:	Valla, Mathias
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Springer Verlag 22.08.2024
Témata:	Applications Computer Science Data Structures and Algorithms Machine Learning Mathematics Methodology Statistics Life insurance Longitudinal study Data-mining Decision trees Time-varying covariate Algorithm
ISSN:	1012-2443, 1573-7470
On-line přístup:	Získat plný text
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