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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Veröffentlicht in:	Healthcare analytics (New York, N.Y.) Jg. 4; S. 100218
Hauptverfasser:	Omotehinwa, Temidayo Oluwatosin, Oyewola, David Opeoluwa, Dada, Emmanuel Gbenga
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier Inc 01.12.2023 Elsevier
Schlagworte:	Borderline-SMOTE Breast cancer Health Systems Science Hyperparameter tuning Light Gradient-Boosting Machine Machine learning Public Health Tree-Structured Parzen Estimator Tree-Structured Parzen Estimator Breast cancer Borderline-SMOTE Light Gradient-Boosting Machine Machine learning Hyperparameter tuning
ISSN:	2772-4425, 2772-4425
Online-Zugang:	Volltext
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