An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus

Hybrid models to detect dementia based on Machine Learning can provide accurate diagnoses in individuals with neurological disorders and cognitive complications caused by Human Immunodeficiency Virus (HIV) infection. This study proposes a hybrid approach, using Machine Learning algorithms associated...

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Autores principales:	Luana I. C. C. Pinheiro, Maria Lúcia D. Pereira, Evandro C. de Andrade, Luciano C. Nunes, Wilson C. de Abreu, Pedro Gabriel Calíope D. Pinheiro, Raimir Holanda Filho, Plácido Rogerio Pinheiro
Formato:	article
Lenguaje:	EN
Publicado:	MDPI AG 2021
Materias:	cognitive dementia HIV machine learning verbal decision analysis multicriteria model medical diagnostic optimization Technology T Engineering (General). Civil engineering (General) TA1-2040 Biology (General) QH301-705.5 Physics QC1-999 Chemistry QD1-999
Acceso en línea:	https://doaj.org/article/108fe08dc31341938bae07e846f3500d
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spelling	oai:doaj.org-article:108fe08dc31341938bae07e846f3500d2021-11-11T15:24:35ZAn Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus10.3390/app1121104572076-3417https://doaj.org/article/108fe08dc31341938bae07e846f3500d2021-11-01T00:00:00Zhttps://www.mdpi.com/2076-3417/11/21/10457https://doaj.org/toc/2076-3417Hybrid models to detect dementia based on Machine Learning can provide accurate diagnoses in individuals with neurological disorders and cognitive complications caused by Human Immunodeficiency Virus (HIV) infection. This study proposes a hybrid approach, using Machine Learning algorithms associated with the multicriteria method of Verbal Decision Analysis (VDA). Dementia, which affects many HIV-infected individuals, refers to neurodevelopmental and mental disorders. Some manuals standardize the information used in the correct detection of neurological disorders with cognitive complications. Among the most common manuals used are the DSM-5 (Diagnostic and Statistical Manual of Mental Disorders, 5th edition) of the American Psychiatric Association and the International Classification of Diseases, 10th edition (ICD-10)—both published by World Health Organization (WHO). The model is designed to explore the predictive of specific data. Furthermore, a well-defined database data set improves and optimizes the diagnostic models sought in the research.Luana I. C. C. PinheiroMaria Lúcia D. PereiraEvandro C. de AndradeLuciano C. NunesWilson C. de AbreuPedro Gabriel Calíope D. PinheiroRaimir Holanda FilhoPlácido Rogerio PinheiroMDPI AGarticlecognitive dementiaHIVmachine learningverbal decision analysismulticriteria modelmedical diagnostic optimizationTechnologyTEngineering (General). Civil engineering (General)TA1-2040Biology (General)QH301-705.5PhysicsQC1-999ChemistryQD1-999ENApplied Sciences, Vol 11, Iss 10457, p 10457 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	cognitive dementia HIV machine learning verbal decision analysis multicriteria model medical diagnostic optimization Technology T Engineering (General). Civil engineering (General) TA1-2040 Biology (General) QH301-705.5 Physics QC1-999 Chemistry QD1-999
spellingShingle	cognitive dementia HIV machine learning verbal decision analysis multicriteria model medical diagnostic optimization Technology T Engineering (General). Civil engineering (General) TA1-2040 Biology (General) QH301-705.5 Physics QC1-999 Chemistry QD1-999 Luana I. C. C. Pinheiro Maria Lúcia D. Pereira Evandro C. de Andrade Luciano C. Nunes Wilson C. de Abreu Pedro Gabriel Calíope D. Pinheiro Raimir Holanda Filho Plácido Rogerio Pinheiro An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus
description	Hybrid models to detect dementia based on Machine Learning can provide accurate diagnoses in individuals with neurological disorders and cognitive complications caused by Human Immunodeficiency Virus (HIV) infection. This study proposes a hybrid approach, using Machine Learning algorithms associated with the multicriteria method of Verbal Decision Analysis (VDA). Dementia, which affects many HIV-infected individuals, refers to neurodevelopmental and mental disorders. Some manuals standardize the information used in the correct detection of neurological disorders with cognitive complications. Among the most common manuals used are the DSM-5 (Diagnostic and Statistical Manual of Mental Disorders, 5th edition) of the American Psychiatric Association and the International Classification of Diseases, 10th edition (ICD-10)—both published by World Health Organization (WHO). The model is designed to explore the predictive of specific data. Furthermore, a well-defined database data set improves and optimizes the diagnostic models sought in the research.
format	article
author	Luana I. C. C. Pinheiro Maria Lúcia D. Pereira Evandro C. de Andrade Luciano C. Nunes Wilson C. de Abreu Pedro Gabriel Calíope D. Pinheiro Raimir Holanda Filho Plácido Rogerio Pinheiro
author_facet	Luana I. C. C. Pinheiro Maria Lúcia D. Pereira Evandro C. de Andrade Luciano C. Nunes Wilson C. de Abreu Pedro Gabriel Calíope D. Pinheiro Raimir Holanda Filho Plácido Rogerio Pinheiro
author_sort	Luana I. C. C. Pinheiro
title	An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus
title_short	An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus
title_full	An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus
title_fullStr	An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus
title_full_unstemmed	An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus
title_sort	intelligent multicriteria model for diagnosing dementia in people infected with human immunodeficiency virus
publisher	MDPI AG
publishDate	2021
url	https://doaj.org/article/108fe08dc31341938bae07e846f3500d
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An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus

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