Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval · 2022 · 17 citations · 3 references
ComputingComputer ScienceInformation TechnologyKnowledge RepresentationMachine LearningRecommender SystemsKnowledge-based RecommendationOnline RecommendationPersonalizationRecommendation SystemsKnowledge Graph RepresentationKnowledge Graph-based PersonalizationMachine Learning For PersonalizationMobile Recommendation SystemsPersonal DataPersonal Data ProcessingPersonalization In Mobile SystemsPersonalized Recommendation
Mobile internet users generate personal data on the devices all the time in this era. In this paper, we demonstrate a novel system for integrating the data of a user from different sources into a Personal Knowledge Graph, i.e., PKG. We show how a user's intention can be detected and how the personal data can be aligned and connected by the user behaviors. The constructed PKG allows the system makes reasonable and accurate recommendations for users by a "neural + symbolic'' approach across different services. Our system is shown in https://youtu.be/hWuo8KCDrto.
3
Eugene Agichtein, Luis Gravano · 2000 · 1.2K citations
Krisztian Balog, Tom Kenter · 2019 · 72 citations · Full text