QuickSet: multimodal interaction for distributed applications
MULTIMEDIA '97 Proceedings of the fifth ACM international conference on Multimedia
Data mining and the Web: past, present and future
Proceedings of the 2nd international workshop on Web information and data management
Multimodal system processing in mobile environments
UIST '00 Proceedings of the 13th annual ACM symposium on User interface software and technology
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Collectively defining context in a mobile, networked computing environment
CHI '01 Extended Abstracts on Human Factors in Computing Systems
Cheese: tracking mouse movement activity on websites, a tool for user modeling
CHI '01 Extended Abstracts on Human Factors in Computing Systems
Discovery of Spatial Association Rules in Geographic Information Databases
SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
A Hybrid Approach for User Profiling
HICSS '03 Proceedings of the 36th Annual Hawaii International Conference on System Sciences (HICSS'03) - Track 4 - Volume 4
The efficiency of multimodal interaction for a map-based task
ANLC '00 Proceedings of the sixth conference on Applied natural language processing
Using ontologies in personalized mobile applications
Proceedings of the 12th annual ACM international workshop on Geographic information systems
Multimodal interactive maps: designing for human performance
Human-Computer Interaction
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
Delivering personalized context-aware spatial information to mobile devices
W2GIS'05 Proceedings of the 5th international conference on Web and Wireless Geographical Information Systems
Exploring Multimodal Navigation Aids for Mobile Users
INTERACT '09 Proceedings of the 12th IFIP TC 13 International Conference on Human-Computer Interaction: Part I
Association rule mining for mobile map personalisation
International Journal of Intelligent Systems Technologies and Applications
Improving archaeological heritage information access through a personalised GIS interface
W2GIS'06 Proceedings of the 6th international conference on Web and Wireless Geographical Information Systems
Recommendations based on region and spatial profiles
W2GIS'12 Proceedings of the 11th international conference on Web and Wireless Geographical Information Systems
Hi-index | 0.00 |
Information overload is a critical problem in mobile GIS where user interactions are constrained by device limitations. Identifying relevant map content and generating personalised map versions, tailored towards users' preferences, can improve download times as well as perception on small screens. Whereas some existing applications propose solutions that require explicit user input, we adopt an implicit profiling approach that does not demand off-task input. Modelling preferences in this manner allows us to recommend personalised context-aware spatial content to users whenever they request maps. Providing a multimodal interface further improves a user's mobile geospatial experience as each user has the ability to freely switch between different input modalities, including speech and gesture, depending on which mode best suits their current task and environment. This article provides a description and evaluation of our approach as implemented in CoMPASS, a multimodal mobile GIS that implicitly records user movements and interactions to infer persistent spatial preferences and recommend relevant map content.