On the distribution of nutritional status transition probabilities through a hierarchical beta mixture model

Rojo-Gonzalez, Luis; Vásquez, Óscar C.

Keywords: nutritional status, expectation maximization, beta distribution, Hierarchical mixture model

Abstract

This work addresses the problem of estimating the probability density function for each nutritional status considering the sex and the kind of transition a person suffers between two consecutive periods. To this end, an optimization scheme is proposed based on a hierarchical model considering previously known information as input to estimate mixture densities through the expectation maximization algorithm. Besides, a goodness-of-fit metric is shown based on the shared area of the actual density obtained from a Dirichlet distribution and its close relation with the Beta distribution. Thus, several experiments are performed showing a goodness-of-fit of 93.1%, at least.

Más información

Título según SCOPUS: ID SCOPUS_ID:85150371759 Not found in local SCOPUS DB
Volumen: 2022-April
Editorial: OpenProceedings.org
Fecha de publicación: 2022
Página de inicio: 65
Página final: 70
Idioma: English
DOI:

10.48786/ALIOEURO.2022.13

Notas: SCOPUS