Lakhasly

2.1.These product ratings serve as a fundamental input for generating recommendations and are integral to recommendation systems.The Wasabi Personal Shopper (WPS) is an example of a domain-independent tool designed for browsing electronic product catalogsWhile offering a general tool for browsing product catalogs, WPS is noted for providing basic product recommendations (Burke, 1999)While offering a general tool for browsing product catalogs, WPS is noted for providing basic product recommendations (Burke, 1999) Despite its simplicity, this tool is among the diverse recommender systems explored in the research literature.In this domain,product popularity is commonly determined by user ratings, often represented through stars or similar visual methods.

2.1. E-commerce/e-shopping recommender system
The prevalence of online stores has surged, notably accelerated by the global COVID19 pandemic, leading to a substantial increase in the establishment of new online shops. Online stores play a pivotal role in the e-commerce sector. In this domain,product popularity is commonly determined by user ratings, often represented through stars or similar visual methods. Users provide feedback by assigning ratings typically on a scale of 1 to 5. These product ratings serve as a fundamental input for generating recommendations and are integral to recommendation systems.
Major online stores leverage recommender systems to suggest relevant products for customers to purchase. These systems consider factors such as overall productpopularity, the type of products a customer is browsing, and analysis of previous purchases to recommend items for future purchases. Research articles propose various types and variations of recommender systems, validated for different online store contexts.
The Wasabi Personal Shopper (WPS) is an example of a domain-independent tool designed for browsing electronic product catalogsWhile offering a general tool for browsing product catalogs, WPS is noted for providing basic product recommendations (Burke, 1999)While offering a general tool for browsing product catalogs, WPS is noted for providing basic product recommendations (Burke, 1999) Despite its simplicity, this tool is among the diverse recommender systems explored in the research literature.