Enhancing Premier League Match Outcome Prediction Using Support Vector Machine with Ensemble Techniques: A Comparative Study on Bagging and Boosting

Enhancing Premier League Match Outcome Prediction Using Support Vector Machine with Ensemble Techniques: A Comparative Study on Bagging and Boosting

Predicting football match outcomes is a significant challenge in sports analytics, requiring models that are both accurate and resilient. This study evaluates the effectiveness of ensemble techniques, specifically Bagging and Boosting, in enhancing the performance of Support Vector Machine (SVM) mod...

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Bibliographic Details
Main Authors: Agus Perdana Windarto, Putrama Alkhairi, Johan Muslim
Format: Article
Language:English
Published: Ikatan Ahli Informatika Indonesia 2025-02-01
Series:Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)
Subjects:
support vector machine (svm)
ensemble techniques
bagging
boosting
model accuracy
sports analytics
Online Access:https://jurnal.iaii.or.id/index.php/RESTI/article/view/6173
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