Research Article
Research on Context-Aware Recommendation Algorithm Based on RFID Application
@INPROCEEDINGS{10.1007/978-3-030-94554-1_25, author={Yan Zhao}, title={Research on Context-Aware Recommendation Algorithm Based on RFID Application}, proceedings={Advanced Hybrid Information Processing. 5th EAI International Conference, ADHIP 2021, Virtual Event, October 22-24, 2021, Proceedings, Part II}, proceedings_a={ADHIP PART 2}, year={2022}, month={1}, keywords={RFID Situational awareness Information recommendation Recommendation algorithm}, doi={10.1007/978-3-030-94554-1_25} }- Yan Zhao
Year: 2022
Research on Context-Aware Recommendation Algorithm Based on RFID Application
ADHIP PART 2
Springer
DOI: 10.1007/978-3-030-94554-1_25
Abstract
With the development of mobile Internet, more and more users get information through mobile terminals. However, the current personalized recommendation system is lack of the ability to perceive the user’s situation and provide personalized information recommendation service for users. For this reason, this paper proposes a context aware recommendation algorithm based on RFID application, which collects user resource category preference learning features by combining with context features, and integrates different category preferences for collaborative filtering personalized information recommendation. The RFID method is used to learn the user’s preference for each resource category in different contexts, and then the category preference is combined with the traditional RFID context-aware recommendation algorithm to generate personalized information recommendations that are in line with the user’s current context. Experiments show that the context-aware recommendation algorithm proposed in this paper based on RFID applications can improve the accuracy of recommendation.
