Interpretability and Class Imbalance in Prediction Models for Pain Volatility in Manage My Pain App Users: Analysis Using Feature Selection and Majority Voting Methods

BACKGROUND: Pain volatility is an important factor in chronic pain experience and adaptation. Previously, we employed machine-learning methods to define and predict pain volatility levels from users of the Manage My Pain app. Reducing the number of features is important to help increase interpretabi...

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Detalles Bibliográficos
Autores principales: Rahman, Quazi Abidur, Janmohamed, Tahir, Clarke, Hance, Ritvo, Paul, Heffernan, Jane, Katz, Joel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2019
Materias:
Original Paper
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6913759/
https://www.ncbi.nlm.nih.gov/pubmed/31746764
http://dx.doi.org/10.2196/15601

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6913759/
https://www.ncbi.nlm.nih.gov/pubmed/31746764
http://dx.doi.org/10.2196/15601

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