Bayesian approach to sensor-based context awareness
Personal and Ubiquitous Computing
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques
A Comprehensive Middleware Architecture for Context-Aware Ubiquitous Computing Systems
Proceedings of the Fourth Annual ACIS International Conference on Computer and Information Science
An infrastructure approach to context-aware computing
Human-Computer Interaction
A middleware for context-aware agents in ubiquitous computing environments
Proceedings of the ACM/IFIP/USENIX 2003 International Conference on Middleware
Bricolage and consultation: addressing new design challenges when building large-scale installations
Proceedings of the 8th ACM Conference on Designing Interactive Systems
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Advanced analysis of data for extracting useful knowledge is the next natural step in the world of ubiquitous computing. So far, most of the ubiquitous systems process knowledge in problem-specific or domain-specific manners. This article introduces the concept of context knowledge discovery process, and presents a middleware architecture which eases the task of ubiquitous computing developers, while supporting data mining and machine learning techniques. We show how the middleware architecture supports building ubiquitous systems which are able to “learn” and “think” by introducing some learning – reasoning combination mechanisms, such as the context recognition and prediction, or the deductive rule learning and reasoning process.