A Light Gradient-Boosting Machine algorithm with Tree-Structured Parzen Estimator for breast cancer diagnosis

A Light Gradient-Boosting Machine algorithm with Tree-Structured Parzen Estimator for breast cancer diagnosis

Breast cancer is a common and potentially life-threatening disease. Early and accurate diagnosis of breast cancer is crucial for effective treatment and improved patient outcomes. This study proposed using the Light Gradient-Boosting Machine (LightGBM) algorithm, Borderline- Synthetic Minority Overs...

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Bibliographic Details
Main Authors: Temidayo Oluwatosin Omotehinwa, David Opeoluwa Oyewola, Emmanuel Gbenga Dada
Format: Article
Language:English
Published: Elsevier 2023-12-01
Series:Healthcare Analytics
Subjects:
Breast cancer
Machine learning
Tree-Structured Parzen Estimator
Light Gradient-Boosting Machine
Borderline-SMOTE
Hyperparameter tuning
Online Access:http://www.sciencedirect.com/science/article/pii/S2772442523000850

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http://www.sciencedirect.com/science/article/pii/S2772442523000850

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