Application of SHAP for Explainable Machine Learning on Age-Based Subgrouping Mammography Questionnaire Data for Positive Mammography Prediction and Risk Factor Identification

Mammography is considered the gold standard for breast cancer screening. Multiple risk factors that affect breast cancer development have been identified; however, there is an ongoing debate regarding the significance of these factors. Machine learning (ML) models and Shapley Additive Explanation (S...

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Bibliographic Details
Main Authors: Jeffrey Sun, Cheuk-Kay Sun, Yun-Xuan Tang, Tzu-Chi Liu, Chi-Jie Lu
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Healthcare
Subjects:
Online Access:https://www.mdpi.com/2227-9032/11/14/2000