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portada A Random Forest Model for Breast Cancer Classification
Type
Physical Book
Publisher
Author
Language
English
Pages
52
Format
Paperback
Dimensions
22.9x15.2x0.3 cm
ISBN13
9786208449407

A Random Forest Model for Breast Cancer Classification

Gumel, A. M.; Adam, A. N.; Waziri, I. Z. (Author) · LAP Lambert Academic Publishing · Paperback

A Random Forest Model for Breast Cancer Classification - Gumel, A. M.; Adam, A. N.; Waziri, I. Z.

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Synopsis "A Random Forest Model for Breast Cancer Classification"

This book highlights on development and optimization of a Random Forest (RF) model to classify breast cancer as benign or malignant using the Wisconsin Breast Cancer Dataset. After preprocessing 569 samples (357 benign, 212 malignant), a default RF model achieved 95.61% accuracy. To improve results, hyperparameter tuning via Grid Search was applied, adjusting parameters such as number of trees (150), max depth (None), min samples split (2), min samples leaf (1), and random seed (123). The optimized RF model achieved 99.12% accuracy, precision, recall, and F1-score, outperforming other methods like SVM, XGBoost, and prior RF implementations. Results show reduced false negatives and no false positives, indicating high sensitivity and specificity. The work underscores the value of meticulous hyperparameter tuning in medical AI applications and suggests future integration with neural networks and hybrid models for enhanced performance in clinical breast cancer diagnosis.

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