Imputation strategy with media using regression trees

An imputation design is presented to combine classification and imputation in order to improve the quality of imputed datum. Imputation is done with completely randomized missing quantitative data and using regression trees. Media imputation techniques is compared, theoretical and empirically, using...

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Autores:
Marquez Perez, Victor Ernesto
Useche Castro, Lelly María
Mesa Avila, Dulce María
Chacon Contreras, Ana Ides
Tipo de recurso:
Fecha de publicación:
2017
Institución:
Universidad Santo Tomás
Repositorio:
Universidad Santo Tomás
Idioma:
spa
OAI Identifier:
oai:repository.usta.edu.co:11634/6478
Acceso en línea:
https://revistas.usantotomas.edu.co/index.php/estadistica/article/view/2524
Palabra clave:
missing data; imputation; CART; regression trees; unbiased estimators; simulation
Missing data; imputation; CART; regression trees; unbiased estimators; simulation.
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Copyright (c) 2017 Comunicaciones en Estadística