International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Open Access | Double Blind Reviewed

ISSN: 2319-7064


Downloads: 4

Research Paper | Computer Engineering | India | Volume 10 Issue 8, August 2021


Multi - Category & Multi - Criteria Recommendation System using Collaborative Based Filtering

Shubham Gaur | Rishabh Naulakha | Khushal Hanswal | Meenakshi Sharma [3] | Abhishek Mohanty


Abstract: Recommendations Systems have become one of the most popular application of data science today. It predicts or offers products to customers based on their past browsing history or purchases. Although a lot of effort, research and time has been spent on recommendation engines, we are yet to truly unlock their potential. At the core, a recommender system employs a machine learning algorithm whose job is to predict user's ratings for a particular entity. Through this project, we are employing a multi category recommendation system which will give the user recommendations across different categories based on the user data of multiple categories consisting of different attributes. The concept of K - Nearest Neighbor Algorithm is implemented to derive the similarity of unknown entities or users based on past ratings of a particular entity. The implementation is carried out using JavaScript in Node, thereby extending the capabilities of Collaborative based filtering Algorithm to multiple categories.


Keywords: Multi Criteria Recommender System (MCRS), K - Nearest Neighbor Algorithm (KNN), Similarity Score, Collaborative - based filtering algorithm


Edition: Volume 10 Issue 8, August 2021,


Pages: 1076 - 1080


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How to Cite this Article?

Shubham Gaur, Rishabh Naulakha, Khushal Hanswal, Meenakshi Sharma, Abhishek Mohanty, "Multi - Category & Multi - Criteria Recommendation System using Collaborative Based Filtering", International Journal of Science and Research (IJSR), Volume 10 Issue 8, August 2021, pp. 1076-1080, https://www.ijsr.net/get_abstract.php?paper_id=MR21824001401

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