Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
PHOAKS: a system for sharing recommendations
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
Agile application-aware adaptation for mobility
Proceedings of the sixteenth ACM symposium on Operating systems principles
MultiBoosting: A Technique for Combining Boosting and Wagging
Machine Learning
A Context-Aware Decision Engine for Content Adaptation
IEEE Pervasive Computing
A Recommendation System for Software Function Discovery
APSEC '02 Proceedings of the Ninth Asia-Pacific Software Engineering Conference
Using history to improve mobile application adaptation
WMCSA '00 Proceedings of the Third IEEE Workshop on Mobile Computing Systems and Applications (WMCSA'00)
Extensible Adaptation via Constraint Solving
WMCSA '02 Proceedings of the Fourth IEEE Workshop on Mobile Computing Systems and Applications
Transcoding: extending e-business to new environments
IBM Systems Journal
Proceedings of the 17th annual ACM symposium on User interface software and technology
Community-Driven Adaptation: Automatic Content Adaptation in Pervasive Environments
WMCSA '04 Proceedings of the Sixth IEEE Workshop on Mobile Computing Systems and Applications
Context-aware interactive content adaptation
Proceedings of the 4th international conference on Mobile systems, applications and services
Model-directed web transactions under constrained modalities
Proceedings of the 15th international conference on World Wide Web
A 3: application-aware acceleration for wireless data networks
Proceedings of the 12th annual international conference on Mobile computing and networking
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
URICA: Usage-awaRe Interactive Content Adaptation for mobile devices
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
Context browsing with mobiles - when less is more
Proceedings of the 5th international conference on Mobile systems, applications and services
PageTailor: reusable end-user customization for the mobile web
Proceedings of the 5th international conference on Mobile systems, applications and services
Puppeteer: Component-based adaptation for mobile computing
USITS'01 Proceedings of the 3rd conference on USENIX Symposium on Internet Technologies and Systems - Volume 3
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The resource impoverished environment on mobile devices results in a poor experience for users browsing the World Wide Web. Proxy-based middleware that transform content on the fly to better suit the resource conditions on a user's device provide a promising solution to this problem. A key challenge in such systems is deciding how to adapt content, especially when the same content has multiple uses that have varying adaptation requirements. In this paper, we show that it is possible to provide fine grain adaptation of multi-purpose content by detecting correlations in the adaptation requirements of past users across multiple objects on a web site, and using this history to make adaptation predictions for users encountered subsequently. To evaluate our technique, we built prototype page layout and image fidelity adaptation systems, and used these to gather traces from users browsing multi-purpose web content in a laboratory setting. Our experimental results show that using correlations to make adaptation predictions can significantly reduce bandwidth consumption, browsing time, energy usage and user effort required to adapt content.