Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
WWW '05 Proceedings of the 14th international conference on World Wide Web
Introduction to Information Retrieval
Introduction to Information Retrieval
CBMS '08 Proceedings of the 2008 21st IEEE International Symposium on Computer-Based Medical Systems
Maintaining dynamic channel profiles on the web
Proceedings of the VLDB Endowment
A Survey of Explanations in Recommender Systems
ICDEW '07 Proceedings of the 2007 IEEE 23rd International Conference on Data Engineering Workshop
Extracting user profiles from large scale data
Proceedings of the 2010 Workshop on Massive Data Analytics on the Cloud
Exploratory search over social-medical data
Proceedings of the 20th ACM international conference on Information and knowledge management
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In this paper we describe a novel approach of increasing patients' safety using explanation-driven personalized content recommendation. In this approach, patients are exposed to relevant medical information that is continuously gathered from various web sources and timely delivered, educating patients toward better preventive medicine decision making. Personalized content recommendations are further accompanied with detailed explanations that disclose useful information about each recommendation, helping patients to better utilize the recommended content for improving their safety. As a motivation for this approach, we describe the application of personalized ADE alerts. We then describe the recommendation system that we implement for the BlueMedics smart health system, which instantiates this approach.