Optimizing SVM Performance through Combinatorial Hyperparameter Tuning and Model Selection

Among the support vector machine (SVM) methods, the support vector classifier (SVC) is widely utilized for binary and multi classification tasks across various datasets. Hyperparameter tuning plays a critical role in optimizing the performance of SVM by helping to prevent overfitting or underfitting...

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Bibliographic Details
Main Authors: Hassan Tariq, Mehwish Majeed, Mueed Ahmad
Format: Article
Language:English
Published: Bulgarian Academy of Sciences 2025-06-01
Series:International Journal Bioautomation
Subjects:
Online Access:http://www.biomed.bas.bg/bioautomation/2025/vol_29.2/files/29.2_02.pdf
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