Decentralized trust management for ad-hoc peer-to-peer networks
Proceedings of the 4th international workshop on Middleware for Pervasive and Ad-Hoc Computing (MPAC 2006)
Mining user similarity based on location history
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
Mining interesting locations and travel sequences from GPS trajectories
Proceedings of the 18th international conference on World wide web
iScope: personalized multi-modality image search for mobile devices
Proceedings of the 7th international conference on Mobile systems, applications, and services
A Spatial User Similarity Measure for Geographic Recommender Systems
GeoS '09 Proceedings of the 3rd International Conference on GeoSpatial Semantics
Collaborative location and activity recommendations with GPS history data
Proceedings of the 19th international conference on World wide web
Travel route recommendation using geotags in photo sharing sites
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Image-based indoor positioning system: fast image matching using omnidirectional panoramic images
Proceedings of the 1st ACM international workshop on Multimodal pervasive video analysis
Learning travel recommendations from user-generated GPS traces
ACM Transactions on Intelligent Systems and Technology (TIST)
Location identification for visitor behavior log in museum
Proceedings of the 9th ACM SIGGRAPH Conference on Virtual-Reality Continuum and its Applications in Industry
Recommending friends and locations based on individual location history
ACM Transactions on the Web (TWEB)
Mining GPS data to determine interesting locations
Proceedings of the 8th International Workshop on Information Integration on the Web: in conjunction with WWW 2011
A survey on LBS: system architecture, trends and broad research areas
DNIS'11 Proceedings of the 7th international conference on Databases in Networked Information Systems
Towards mobile intelligence: Learning from GPS history data for collaborative recommendation
Artificial Intelligence
Context relevance assessment and exploitation in mobile recommender systems
Personal and Ubiquitous Computing
A mobile 3D-GIS hybrid recommender system for tourism
Information Sciences: an International Journal
Urban point-of-interest recommendation by mining user check-in behaviors
Proceedings of the ACM SIGKDD International Workshop on Urban Computing
Mining GPS traces to recommend common meeting points
Proceedings of the 16th International Database Engineering & Applications Sysmposium
Location-based recommendation system using Bayesian user's preference model in mobile devices
UIC'07 Proceedings of the 4th international conference on Ubiquitous Intelligence and Computing
Location-based and preference-aware recommendation using sparse geo-social networking data
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
Personalized trip recommendation with multiple constraints by mining user check-in behaviors
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
Mining user similarity based on routine activities
Information Sciences: an International Journal
Nontrivial landmark recommendation using geotagged photos
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
Time-aware point-of-interest recommendation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
LCARS: a location-content-aware recommender system
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Flarty: recommending art routes using check-ins latent topics
Proceedings of the 21st ACM international conference on Multimedia
Location recommendation for out-of-town users in location-based social networks
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Using geospatial metadata to boost collaborative filtering
Proceedings of the 7th ACM conference on Recommender systems
Review: Mobile recommender systems in tourism
Journal of Network and Computer Applications
Hi-index | 0.00 |
Internet-based recommender systems have traditionally employed collaborative filtering techniques to deliver relevant "digital" results to users. In the mobile Internet however, recommendations typically involve "physical" entities (e.g., restaurants), requiring additional user effort for fulfillment. Thus, in addition to the inherent requirements of high scalability and low latency, we must also take into account a "convenience" metric in making recommendations. In this paper, we propose an enhanced collaborative filtering solution that uses location as a key criterion for generating recommendations. We frame the discussion in the context of our "restaurant recommender" system, and describe preliminary results that indicate the utility of such an approach. We conclude with a look at open issues in this space, and motivate a future discussion on the business impact and implications of mining the data in such systems.