Skip to Main Content
Data Mining and Machine Learning Applications
book

Data Mining and Machine Learning Applications

by Rohit Raja, Kapil Kumar Nagwanshi, Sandeep Kumar, K. Ramya Laxmi
March 2022
Intermediate to advanced content levelIntermediate to advanced
496 pages
12h 39m
English
Wiley-Scrivener
Content preview from Data Mining and Machine Learning Applications

3A Comparative Overview of Hybrid Recommender Systems: Review, Challenges, and Prospects

Rakhi Seth* and Aakanksha Sharaff

National Institute of Technology Raipur, Chhattisgarh, India

Abstract

Recommender System (RS) helps to find the items according to user interest and provides various suggestions that help in the decision-making process. These suggestions depend on distinct recommendation techniques. These approaches are divided into different categories like Collaborative, Content, Demographic, Utility, Knowledge-based, and Hybrid. Collaborative RS works on the concept of “people to people co-relation”. Content-Based RS suggests the idea of recommendation in which next item for a user is similar to the item that user like in the past. Demographic RS categorized the attributes based on the demographics of the user or item and make recommendations based on these demographics classes. Utility-based RS is a concept which depends on the estimation of the utility for a user for each item by using a specific utility function. Knowledge-Based RS works on “a particular user needs that how it meets with the item”. Hybrid RS is a combination of two or more recommendation strategies in a distinguished way to create a better and more personalized experience for the individual user like one of the recent study suggested the novel approach of solving sentimental issues faced in recommendation system by combining the two models of collaborative filtering i.e., by taking the rating score ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Start your free trial

You might also like

Advanced Analytics and Deep Learning Models

Advanced Analytics and Deep Learning Models

Archana Mire, Shaveta Malik, Amit Kumar Tyagi
Machine Learning for Business

Machine Learning for Business

Doug Hudgeon, Richard Nichol

Publisher Resources

ISBN: 9781119791782Purchase Link