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What is Personalized Recommendation

Management Strategies for Sustainability, New Knowledge Innovation, and Personalized Products and Services
A personalized recommendation system uses user behaviour to determine which items a customer might want to buy or avoid purchasing. These are items that have been frequently viewed, considered, or purchased with the one the customer is currently considering. It uses the user's past purchase history to suggest products that are relevant to their current situation.
Published in Chapter:
Personalized Product Recommendation and User Satisfaction: Theory and Application
Priyadarsini Patnaik (Birla Global University, India)
DOI: 10.4018/978-1-7998-7793-6.ch002
Abstract
A recommendation system is a significant part of artificial intelligence (AI) to help users' access information at any time and from anywhere. Online product recommender systems are widely used to recommend products based on consumers' preferences. The traditional recommendation algorithms of recommendation engines do not meet the needs of users in the AI environment when exposed to large amounts of data resulting in a low recommendation efficiency. To address this, a personalized recommendation system was introduced. These personalized recommendation systems (PRS) are an important component for ecommerce players in the Indian e-commerce aspects. Since personalized recommendations are becoming increasingly popular, this study examines information processing theory with respect to personalized recommendations and their impact on user satisfaction. Further, relationships between the variables were examined by conducting regression analysis and found a positive correlation exists between personalized product recommendation and user satisfaction.
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