Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Evaluation of Item-Based Top-N Recommendation Algorithms
Proceedings of the tenth international conference on Information and knowledge management
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
MovieLens unplugged: experiences with an occasionally connected recommender system
Proceedings of the 8th international conference on Intelligent user interfaces
Beyond Prototypes: Challenges in Deploying Ubiquitous Systems
IEEE Pervasive Computing
Collectively defining context in a mobile, networked computing environment
CHI '01 Extended Abstracts on Human Factors in Computing Systems
GeoNotes: a location-based information system for public spaces
Designing information spaces
Challenge: ubiquitous location-aware computing and the "place lab" initiative
Proceedings of the 1st ACM international workshop on Wireless mobile applications and services on WLAN hotspots
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
Incorporating contextual information in recommender systems using a multidimensional approach
ACM Transactions on Information Systems (TOIS)
System challenges for ubiquitous & pervasive computing
Proceedings of the 27th international conference on Software engineering
Context-Aware SVM for Context-Dependent Information Recommendation
MDM '06 Proceedings of the 7th International Conference on Mobile Data Management
Ubiquitous annotation systems: technologies and challenges
Proceedings of the seventeenth conference on Hypertext and hypermedia
Supporting Context-Aware Media Recommendations for Smart Phones
IEEE Pervasive Computing
Evaluation of a location-linked notes system
Proceedings of the 44th annual Southeast regional conference
Exploring context-awareness for ubiquitous computing in the healthcare domain
Personal and Ubiquitous Computing
Mobile sales assistant: NFC for retailers
Proceedings of the 9th international conference on Human computer interaction with mobile devices and services
CityFlocks: designing social navigation for urban mobile information systems
Proceedings of the 7th ACM conference on Designing interactive systems
Field evaluation of a mobile location-based notification system for police officers
Proceedings of the 10th international conference on Human computer interaction with mobile devices and services
Location-based trust for mobile user-generated content: applications, challenges and implementations
Proceedings of the 9th workshop on Mobile computing systems and applications
Ubiquitous Recommendation Systems
Computer
Context-aware recommender systems
Proceedings of the 2008 ACM conference on Recommender systems
Human-Computer Interaction
A user-adaptive city guide system with an unobtrusive navigation interface
Personal and Ubiquitous Computing
Making ubiquitous computing available
Communications of the ACM - A View of Parallel Computing
A mobile product recommendation system interacting with tagged products
PERCOM '09 Proceedings of the 2009 IEEE International Conference on Pervasive Computing and Communications
From spaces to places: emerging contexts in mobile privacy
Proceedings of the 11th international conference on Ubiquitous computing
The design space of ubiquitous product recommendation systems
Proceedings of the 8th International Conference on Mobile and Ubiquitous Multimedia
Recommender Systems: An Introduction
Recommender Systems: An Introduction
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Ubiquitous recommender systems combine characteristics from ubiquitous systems and recommender systems in order to provide personalized recommendations to users in ubiquitous environments. Although not a new research area, ubiquitous recommender systems research has not yet been reviewed and classified in terms of ubiquitous research and recommender systems research, in order to deeply comprehend its nature, characteristics, relevant issues and challenges. It is our belief that ubiquitous recommenders can nowadays take advantage of the progress mobile phone technology has made in identifying items around, as well as utilize the faster wireless connections and the endless capabilities of modern mobile devices in order to provide users with more personalized and context-aware recommendations on location to aid them with their task at hand. This work focuses on ubiquitous recommender systems, while a brief analysis of the two fundamental areas from which they emerged, ubiquitous computing and recommender systems research is also conducted. Related work is provided, followed by a classification schema and a discussion about the correlation of ubiquitous recommenders with classic ubiquitous systems and recommender systems: similarities inevitably exist, however their fundamental differences are crucial. The paper concludes by proposing UbiCARS: a new class of ubiquitous recommender systems that will combine characteristics from ubiquitous systems and context-aware recommender systems in order to utilize multidimensional context modeling techniques not previously met in ubiquitous recommender systems.