Performance improvement of machine learning techniques predicting the association of exacerbation of peak expiratory flow ratio with short term exposure level to indoor air quality using adult asthmatics clustered data.

Large-scale data sources, remote sensing technologies, and superior computing power have tremendously benefitted to environmental health study. Recently, various machine-learning algorithms were introduced to provide mechanistic insights about the heterogeneity of clustered data pertaining to the sy...

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Bibliographic Details
Main Authors: Wan D Bae, Sungroul Kim, Choon-Sik Park, Shayma Alkobaisi, Jongwon Lee, Wonseok Seo, Jong Sook Park, Sujung Park, Sangwoon Lee, Jong Wook Lee
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2021-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0244233