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Location-based Orientation Context Dependent Recommender System for Users

Vijesh Joe C, Jennifer S. Raj

2021Journal of Trends in Computer Science and Smart Technology77 citationsDOIOpen Access PDF

Abstract

As the technology revolving around IoT sensors develops in a rapid manner, the subsequent social networks that are essential for the growth of the system will be utilized as a means to filter the objects that are preferred by the consumers. The ultimate purpose of the system is to give the customers personalized recommendations based on their preference. Similarly, the location and orientation will also play a crucial role in identifying the preference of the customer is a more efficient manner. Almost all social networks make use of location information to provide better services to the users based on the research performed. Hence there is a need for developing a recommender system that is dependent on location. In this paper, we have incorporated a recommender system that makes use of recommender algorithm that is personalized to take into consideration the context of the user. The preference of the user is analysed with the help of IoT smart devices like the smart watches, Google home, smart phones, ipads etc. The user preferences are obtained from these devices and will enable the recommender system to gauge the best resources. The results based on evaluation are compared with that of the content-based recommender algorithm and collaborative filtering to enable the recommendation engine’s power.

Topics & Concepts

Recommender systemComputer scienceCollaborative filteringContext (archaeology)PreferenceWorld Wide WebFilter (signal processing)Information overloadOrientation (vector space)Human–computer interactionInformation retrievalComputer visionMathematicsEconomicsPaleontologyGeometryMicroeconomicsBiologyRecommender Systems and TechniquesHuman Mobility and Location-Based AnalysisData Management and Algorithms
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