Learning in the presence of concept drift and hidden contexts
Machine Learning
Machine Learning
Machine Learning for User Modeling
User Modeling and User-Adapted Interaction
The Interactive Workspaces Project: Experiences with Ubiquitous Computing Rooms
IEEE Pervasive Computing
Reconfigurable Context-Sensitive Middleware for Pervasive Computing
IEEE Pervasive Computing
A Middleware Infrastructure for Active Spaces
IEEE Pervasive Computing
A survey of research on context-aware homes
ACSW Frontiers '03 Proceedings of the Australasian information security workshop conference on ACSW frontiers 2003 - Volume 21
Ontology Based Context Modeling and Reasoning using OWL
PERCOMW '04 Proceedings of the Second IEEE Annual Conference on Pervasive Computing and Communications Workshops
Learning to Detect User Activity and Availability from a Variety of Sensor Data
PERCOM '04 Proceedings of the Second IEEE International Conference on Pervasive Computing and Communications (PerCom'04)
An ontology for context-aware pervasive computing environments
The Knowledge Engineering Review
Creating an Ambient-Intelligence Environment Using Embedded Agents
IEEE Intelligent Systems
Inferring Activities from Interactions with Objects
IEEE Pervasive Computing
How smart are our environments? An updated look at the state of the art
Pervasive and Mobile Computing
Managing and Delivering Context-Dependent User Preferences in Ubiquitous Computing Environments
SAINT-W '07 Proceedings of the 2007 International Symposium on Applications and the Internet Workshops
A survey on context-aware systems
International Journal of Ad Hoc and Ubiquitous Computing
Human-Computer Interaction
Review: Ambient intelligence: Technologies, applications, and opportunities
Pervasive and Mobile Computing
Handbook of Ambient Intelligence and Smart Environments
Handbook of Ambient Intelligence and Smart Environments
Managing Adaptive Versatile environments
Pervasive and Mobile Computing
Recognising activities of daily life using hierarchical plans
EuroSSC'07 Proceedings of the 2nd European conference on Smart sensing and context
An activity-centered wearable computing infrastructure for intelligent environment applications
EUC'07 Proceedings of the 2007 international conference on Embedded and ubiquitous computing
Conflict resolution and preference learning in ubiquitous environment
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
Research and implementation of the context-aware middleware for controlling home appliances
IEEE Transactions on Consumer Electronics
Activity recognition using an egocentric perspective of everyday objects
UIC'07 Proceedings of the 4th international conference on Ubiquitous Intelligence and Computing
Capacitive indoor positioning and contact sensing for activity recognition in smart homes
Journal of Ambient Intelligence and Smart Environments
Inferring ECA-based rules for ambient intelligence using evolutionary feature extraction
Journal of Ambient Intelligence and Smart Environments
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The ubiquitous computing concept was introduced by Weiser in 1991. Despite the many advances since then, the use of ubiquitous spaces is not yet widespread in home environments, due to the difficulty in using context information and artificial intelligence algorithms. This work combines context-management architecture and machine-learning techniques to infer environmental user preferences automatically. Context information is represented with ontologies and the system is organized through a service-oriented architecture. The system learns all the parameters that the user configures in the home. These parameters are taken as the users' preferences and will be learned automatically by means of an algorithm based on the KNN machine learning algorithm. These preferences will enable the development of context-aware applications for the home environment that will proactively adjust, depending on the learned values and the context. These kinds of applications will further the concept of ambient-assisted living and, hence, aid in improving quality of life in the home.