Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
Watch what I do: programming by demonstration
Watch what I do: programming by demonstration
Data mining and the Web: past, present and future
Proceedings of the 2nd international workshop on Web information and data management
Learning users' interests by unobtrusively observing their normal behavior
Proceedings of the 5th international conference on Intelligent user interfaces
Proceedings of the 6th international conference on Intelligent user interfaces
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Cheese: tracking mouse movement activity on websites, a tool for user modeling
CHI '01 Extended Abstracts on Human Factors in Computing Systems
Web mining for web personalization
ACM Transactions on Internet Technology (TOIT)
Discovery of Spatial Association Rules in Geographic Information Databases
SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
Implicit user profiling for on demand relevance feedback
Proceedings of the 9th international conference on Intelligent user interfaces
Developing non-proprietary personalized maps for web and mobile environments
W2GIS'04 Proceedings of the 4th international conference on Web and Wireless Geographical Information Systems
Managing spatial knowledge for mobile personalized applications
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
Web information retrieval based on user operation on digital maps
GIS '06 Proceedings of the 14th annual ACM international symposium on Advances in geographic information systems
Analysis of implicit interest indicators for spatial data
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
Digital map restructuring method based on implicit intentions extracted from users' operations
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Web-in-car: a web search method not requiring keyword input for car navigation systems
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
Understanding geospatial interests by visualizing map interaction behavior
Information Visualization
Location-Triggered Code Execution --- Dismissing Displays and Keypads for Mobile Interaction
UAHCI '09 Proceedings of the 5th International on ConferenceUniversal Access in Human-Computer Interaction. Part II: Intelligent and Ubiquitous Interaction Environments
Less-conscious information retrieval techniques for location based services
Proceedings of the 2009 International Workshop on Location Based Social Networks
RecoMap: an interactive and adaptive map-based recommender
Proceedings of the 2010 ACM Symposium on Applied Computing
GeminiMap - geographical enhanced map interface for navigation on the internet
W2GIS'07 Proceedings of the 7th international conference on Web and wireless geographical information systems
Geographical recommender system based on interaction between map operation and category selection
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
An open distributed framework for adaptive user interaction in ambient intelligence
AmI'10 Proceedings of the First international joint conference on Ambient intelligence
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Presentation of dynamic maps by estimating user intentions from operation history
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
International Journal of Handheld Computing Research
Dynamic adaptation of numerical attributes in a user profile
Applied Intelligence
Automatic preference learning on numeric and multi-valued categorical attributes
Knowledge-Based Systems
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When individuals request task-relevant spatial content in the form of area maps, GIS applications typically return default maps displaying standard map content. Little effort is made by these applications to present users with personalized maps displaying spatial content tailored to users' specific interests. Maps generated usually contain superfluous information that hinders the user's end goal and is irrelevant in terms of their spatial content preferences. Users may then customize the map through toggling features on and off but this must be done repeatedly whenever they request a map. One solution is to demand explicit input from users, before presenting them with a map, detailing features of interest related to their current task. This, however, proves an expensive answer as the system is reliant on user input. Another solution is to store simplistic profile information whereby the user ticks several feature boxes. While simple customizations could be stored, only basic interaction information is captured in the user profiles. We outline an approach to solving this problem by providing personalized maps whereby only the most relevant spatial content is returned each time a user requests a map. Map personalization is realized by monitoring users' implicit interactions with maps when locating content and regions of interest. User preferences regarding map features and zones of interest are inferred from the actions executed. This is an attractive solution, as it requires no real effort from the user, other than standard usage. All map interactions are captured at the interface and the system learns users' interests by unobtrusively observing their behavior. A persistent user model storing information describing user interests related to spatial content is created and evolves over time.