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Physical Sciences and Mathematics

Western Kentucky University

Masters Theses & Specialist Projects

2019

Finding the best kind of recommendation system

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A Comparative Study Of Recommendation Systems, Ashwini Lokesh Oct 2019

A Comparative Study Of Recommendation Systems, Ashwini Lokesh

Masters Theses & Specialist Projects

Recommendation Systems or Recommender Systems have become widely popular due to surge of information at present time and consumer centric environment. Researchers have looked into a wide range of recommendation systems leveraging a wide range of algorithms. This study investigates three popular recommendation systems in existence, Collaborative Filtering, Content-Based Filtering, and Hybrid recommendation system. The famous MovieLens dataset was utilized for the purpose of this study. The evaluation looked into both quantitative and qualitative aspects of the recommendation systems. We found that from both the perspectives, the hybrid recommendation system performs comparatively better than standalone Collaborative Filtering or Content-Based Filtering …