A tutorial on learning with Bayesian networks
Learning in graphical models
An open graph visualization system and its applications to software engineering
Software—Practice & Experience - Special issue on discrete algorithm engineering
An introduction to computerized experience sampling in psychology
Social Science Computer Review
Self-Organizing Maps
Application Design for Wearable and Context-Aware Computers
IEEE Pervasive Computing
Predicting human interruptibility with sensors: a Wizard of Oz feasibility study
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Wearable Sensor Badge and Sensor Jacket for Context Awareness
ISWC '99 Proceedings of the 3rd IEEE International Symposium on Wearable Computers
What Shall We Teach Our Pants?
ISWC '00 Proceedings of the 4th IEEE International Symposium on Wearable Computers
ISWC '98 Proceedings of the 2nd IEEE International Symposium on Wearable Computers
SenSay: A Context-Aware Mobile Phone
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
MIThril 2003: Applications and Architecture
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
SoundButton: Design of a Low Power Wearable Audio Classification System
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
Unsupervised, Dynamic Identification of Physiological and Activity Context in Wearable Computing
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
Examining the robustness of sensor-based statistical models of human interruptibility
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Location sensing and privacy in a context-aware computing environment
IEEE Wireless Communications
A model-based routing protocol for a mobile, delay tolerant network
Proceedings of the 5th international conference on Embedded networked sensor systems
Rule-based intelligent adaptation in mobile information systems
Expert Systems with Applications: An International Journal
Dealing with sensor displacement in motion-based onbody activity recognition systems
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Generating multimodal user interfaces for Web services
Interacting with Computers
Modular Bayesian Network Learning for Mobile Life Understanding
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Context-aware systems: A literature review and classification
Expert Systems with Applications: An International Journal
Context-aware system for proactive personalized service based on context history
Expert Systems with Applications: An International Journal
Quality-of-inference (QoINF)-aware context determination in assisted living environments
Proceedings of the 1st ACM international workshop on Medical-grade wireless networks
Situvis: A Visual Tool for Modeling a User's Behaviour Patterns in a Pervasive Environment
Pervasive '09 Proceedings of the 7th International Conference on Pervasive Computing
Landmark detection from mobile life log using a modular Bayesian network model
Expert Systems with Applications: An International Journal
Review: The use of pervasive sensing for behaviour profiling - a survey
Pervasive and Mobile Computing
Modeling service-oriented context processing in dynamic body area networks
IEEE Journal on Selected Areas in Communications - Special issue on body area networking: Technology and applications
Mobile Context Provider for Social Networking
OTM '09 Proceedings of the Confederated International Workshops and Posters on On the Move to Meaningful Internet Systems: ADI, CAMS, EI2N, ISDE, IWSSA, MONET, OnToContent, ODIS, ORM, OTM Academy, SWWS, SEMELS, Beyond SAWSDL, and COMBEK 2009
ConaMSN: A context-aware messenger using dynamic Bayesian networks with wearable sensors
Expert Systems with Applications: An International Journal
Automatic feature selection for context recognition in mobile devices
Pervasive and Mobile Computing
Ubiquitous hands: context-aware wearable gloves with a RF interaction model
Proceedings of the 2007 conference on Human interface: Part II
Providing user context for mobile and social networking applications
Pervasive and Mobile Computing
Using mobile devices to support online collaborative learning
Mobile Information Systems - Mobile and Wireless Networks
Situvis: A sensor data analysis and abstraction tool for pervasive computing systems
Pervasive and Mobile Computing
Mobile sync-application for life logging and high-level context using Bayesian network
PKAW'10 Proceedings of the 11th international conference on Knowledge management and acquisition for smart systems and services
On using temporal features to create more accurate human-activity classifiers
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
Personalization and content awareness in online lab - virtual computational laboratory
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part I
Getting closer: an empirical investigation of the proximity of user to their smart phones
Proceedings of the 13th international conference on Ubiquitous computing
Leveraging state-based user preferences in context-aware reconfigurations for self-adaptive systems
SEFM'11 Proceedings of the 9th international conference on Software engineering and formal methods
MetaService: an object transfer platform between Android applications
Proceedings of the 2011 ACM Symposium on Research in Applied Computation
Remote coaching system for runner's form with wearable wireless sensor
International Journal of Mobile Learning and Organisation
Modular bayesian networks for inferring landmarks on mobile daily life
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Learning how to feel again: towards affective workplace presence and communication technologies
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Fusion of modular bayesian networks for context-aware decision making
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Achieving user participation for adaptive applications
UCAmI'12 Proceedings of the 6th international conference on Ubiquitous Computing and Ambient Intelligence
Six Scenarios of Exploiting an Ontology Based, Mobilized Learning Environment
International Journal of Mobile and Blended Learning
Using Description Logics for the Provision of Context-Driven Content Adaptation Services
International Journal of Systems and Service-Oriented Engineering
Kinesiologic electromyography for activity recognition
Proceedings of the 6th International Conference on PErvasive Technologies Related to Assistive Environments
Ontology-based situation recognition for context-aware systems
Proceedings of the 9th International Conference on Semantic Systems
Patient's motion recognition based on SOM-decision tree
WASA'13 Proceedings of the 8th international conference on Wireless Algorithms, Systems, and Applications
Hi-index | 0.01 |
Context-aware computing describes the situation where a wearable/mobile computer is aware of its user's state and surroundings and modifies its behavior based on this information. We designed, implemented, and evaluated a wearable system which can learn context-dependent personal preferences by identifying individual user states and observing how the user interacts with the system in these states. This learning occurs online and does not require external supervision. The system relies on techniques from machine learning and statistical analysis. A case study integrates the approach in a context-aware mobile phone. The results indicate that the method is able to create a meaningful user context model while only requiring data from comfortable wearable sensor devices.