1 Enhanced+ Product+ Review+ Recommendations+ Using+ Collaborative+ Filtering+and+ Singular+ Value+ Decomposition

Shared by Yusuf Balogun • computer science, keywords: recommender system, collaborative filtering • 2025

Abstract Recommender systems have become indispensable tools for enhancing user satisfaction and engagement across diverse business sectors, including online marketplaces, streaming services, and e-commerce platforms. This research proposes and evaluates an advanced product review recommendations system that leverages collaborative filtering techniques to deliver personalized and accurate suggestions. By integrating memory-based and model-based collaborative filtering approaches, the system effectively analyses user-item interactions to predict preferences. A key innovation of this study is th