Detection of atypical response trajectories in biomedical longitudinal databases

Detection of atypical response trajectories in biomedical longitudinal databases

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Detalles Bibliográficos
Autores principales: Pantazis, Lucio José, García, Rafael Antonio
Formato: Artículo de publicación periódica
Lenguaje:Inglés
Publicado: De Gruyter 2023
Materias:
LONGITUDINAL DATA
MIXED EFFECTS MODELS
OUTLIER DETECTION
DATA LONGITUDINAL
MODELO DE EFECTOS MIXTOS
Acceso en línea:https://ri.itba.edu.ar/handle/20.500.14769/4229
https://doi.org/10.1515/ijb-2020-0076
Aporte de:
Repositorio Institucional Instituto Tecnológico de Buenos Aires (ITBA) de Instituto Tecnológico de Buenos Aires (ITBA)
id I32-R138-20.500.14769-4229
record_format dspace
spelling I32-R138-20.500.14769-42292026-01-15T14:34:41Z Detection of atypical response trajectories in biomedical longitudinal databases Pantazis, Lucio José García, Rafael Antonio LONGITUDINAL DATA MIXED EFFECTS MODELS OUTLIER DETECTION DATA LONGITUDINAL MODELO DE EFECTOS MIXTOS Detection of atypical response trajectories in biomedical longitudinal databases Many health care professionals and institutions manage longitudinal databases, involving follow-ups for different patients over time. Longitudinal data frequently manifest additional complexities such as high variability, correlated measurements and missing data. Mixed effects models have been widely used to overcome these difficulties. This work proposes the use of linear mixed effects models as a tool that allows to search conceptually different types of anomalies in the data simultaneously. Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) 2023-12-07T19:36:25Z 2023-12-07T19:36:25Z 2022-10-24 Artículo de publicación periódica https://ri.itba.edu.ar/handle/20.500.14769/4229 https://doi.org/10.1515/ijb-2020-0076 en application/pdf De Gruyter
institution Instituto Tecnológico de Buenos Aires (ITBA)
institution_str I-32
repository_str R-138
collection Repositorio Institucional Instituto Tecnológico de Buenos Aires (ITBA)
language Inglés
topic LONGITUDINAL DATA
MIXED EFFECTS MODELS
OUTLIER DETECTION
DATA LONGITUDINAL
MODELO DE EFECTOS MIXTOS
spellingShingle LONGITUDINAL DATA
MIXED EFFECTS MODELS
OUTLIER DETECTION
DATA LONGITUDINAL
MODELO DE EFECTOS MIXTOS
Pantazis, Lucio José
García, Rafael Antonio
Detection of atypical response trajectories in biomedical longitudinal databases
topic_facet LONGITUDINAL DATA
MIXED EFFECTS MODELS
OUTLIER DETECTION
DATA LONGITUDINAL
MODELO DE EFECTOS MIXTOS
description Detection of atypical response trajectories in biomedical longitudinal databases
format Artículo de publicación periódica
author Pantazis, Lucio José
García, Rafael Antonio
author_facet Pantazis, Lucio José
García, Rafael Antonio
author_sort Pantazis, Lucio José
title Detection of atypical response trajectories in biomedical longitudinal databases
title_short Detection of atypical response trajectories in biomedical longitudinal databases
title_full Detection of atypical response trajectories in biomedical longitudinal databases
title_fullStr Detection of atypical response trajectories in biomedical longitudinal databases
title_full_unstemmed Detection of atypical response trajectories in biomedical longitudinal databases
title_sort detection of atypical response trajectories in biomedical longitudinal databases
publisher De Gruyter
publishDate 2023
url https://ri.itba.edu.ar/handle/20.500.14769/4229
https://doi.org/10.1515/ijb-2020-0076
work_keys_str_mv AT pantazisluciojose detectionofatypicalresponsetrajectoriesinbiomedicallongitudinaldatabases
AT garciarafaelantonio detectionofatypicalresponsetrajectoriesinbiomedicallongitudinaldatabases
_version_ 1865139196624109568

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