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

Pinheiro, Luana I. C. C.; Pereira, Maria Lúcia D.; Andrade, Evandro C. de; Nunes, Luciano C.; Abreu, Wilson; Pinheiro, Pedro Gabriel Calíope D.; Holanda Filho, Raimir; Pinheiro, Plácido Rogerio

http://hdl.handle.net/10400.26/39904

Use this identifier to reference this record.

Name:	Description:	Size:	Format:
applsci-11-10457.pdf		3.3 MB	Adobe PDF	Download

Send Feedback

Authors

Pinheiro, Luana I. C. C.

Pereira, Maria Lúcia D.

Andrade, Evandro C. de

Nunes, Luciano C.

Abreu, Wilson

Pinheiro, Pedro Gabriel Calíope D.

Holanda Filho, Raimir

Pinheiro, Plácido Rogerio

Abstract(s)

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 byWorld 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.

Keywords

Cognitive dementia HIV Machine learning Verbal decision analysis Multicriteria model Medical diagnostic optimization

URI

http://hdl.handle.net/10400.26/39904

Citation

Pinheiro, L.I.C.C.; Pereira, M.L.D.; Andrade, E.C.d.; Nunes, L.C.; Abreu,W.C.d.; Pinheiro, P.G.C.D.; Holanda Filho, R.; Pinheiro, P.R. An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus. Appl. Sci.2021, 11, 10457.