Explanation and prediction of clinical data with imbalanced class distribution based on pattern discovery and disentanglement

Abstract Background Statistical data analysis, especially the advanced machine learning (ML) methods, have attracted considerable interest in clinical practices. We are looking for interpretability of the diagnostic/prognostic results that will bring confidence to doctors, patients and their relativ...

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Bibliographic Details
Main Authors: Pei-Yuan Zhou, Andrew K. C. Wong
Format: Article
Language:English
Published: BMC 2021-01-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Online Access:https://doi.org/10.1186/s12911-020-01356-y