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A comparison of machine learning methods for classification using simulation with multiple real data examples from mental health studies

BACKGROUND: Recent literature on the comparison of machine learning methods has raised questions about the neutrality, unbiasedness and utility of many comparative studies. Reporting of results on favourable datasets and sampling error in the estimated performance measures based on single samples ar...

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Detalles Bibliográficos
Autores principales: Khondoker, Mizanur, Dobson, Richard, Skirrow, Caroline, Simmons, Andrew, Stahl, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5081132/
https://www.ncbi.nlm.nih.gov/pubmed/24047600
http://dx.doi.org/10.1177/0962280213502437