Identifying key multi-modal predictors of incipient dementia in Parkinson’s disease: a machine learning analysis and Tree SHAP interpretation

BackgroundPersons with Parkinson’s disease (PD) differentially progress to cognitive impairment and dementia. With a 3-year longitudinal sample of initially non-demented PD patients measured on multiple dementia risk factors, we demonstrate that machine learning classifier algorithms can be combined...

Descrizione completa

Dettagli Bibliografici

Autori principali:	G. Peggy McFall, Linzy Bohn, Myrlene Gee, Shannon M. Drouin, Harrison Fah, Wei Han, Liang Li, Richard Camicioli, Roger A. Dixon
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	Frontiers Media S.A. 2023-06-01
Serie:	Frontiers in Aging Neuroscience
Soggetti:	Parkinson’s disease dementia risk factors biomarkers random forest classifier Tree SHapley Additive exPlanation
Accesso online:	https://www.frontiersin.org/articles/10.3389/fnagi.2023.1124232/full
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!