Predicting Low Cognitive Ability at Age 5-Feature Selection Using Machine Learning Methods and Birth Cohort Data

• Auteurs principaux: Andrea K. Bowe (Auteur), Gordon Lightbody (Auteur), Anthony Staines (Auteur), Mairead E. Kiely (Auteur), Fergus P. McCarthy (Auteur), Deirdre M. Murray (Auteur)
• Format: Livre
• Publié: Frontiers Media S.A., 2022-11-01T00:00:00Z.
• Sujets: article
• Accès en ligne: Connect to this object online.

Objectives: In this study, we applied the random forest (RF) algorithm to birth-cohort data to train a model to predict low cognitive ability at 5 years of age and to identify the important predictive features.Methods: Data was from 1,070 participants in the Irish population-based BASELINE cohort. A...