Cooperating with people: the intelligent classroom
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
The intelligent classroom: providing competent assistance
Proceedings of the fifth international conference on Autonomous agents
The Architecture of Cognition
Petri Nets for System Engineering: A Guide to Modeling, Verification, and Applications
Petri Nets for System Engineering: A Guide to Modeling, Verification, and Applications
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
Modeling the progression of Alzheimer's disease for cognitive assistance in smart homes
User Modeling and User-Adapted Interaction
Motion intention recognition in robot assisted applications
Robotics and Autonomous Systems
Recognizing daily activities with RFID-based sensors
Proceedings of the 11th international conference on Ubiquitous computing
The case for durative actions: a commentary on PDDL2.1
Journal of Artificial Intelligence Research
Towards an integrated approach for task modeling and human behavior recognition
HCI'07 Proceedings of the 12th international conference on Human-computer interaction: interaction design and usability
A reference architecture for modelling of emotional agent systems
MATES'09 Proceedings of the 7th German conference on Multiagent system technologies
A middleware for rapid prototyping smart environments: experiences in research and teaching
Proceedings of the 12th ACM international conference adjunct papers on Ubiquitous computing - Adjunct
Modelling Human Behaviour Using Partial Order Planning Based on Atomic Action Templates
IE '11 Proceedings of the 2011 Seventh International Conference on Intelligent Environments
Designing smart environments: a paradigm based on learning and prediction
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Predestination: inferring destinations from partial trajectories
UbiComp'06 Proceedings of the 8th international conference on Ubiquitous Computing
Object-based activity recognition with heterogeneous sensors on wrist
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
A tutorial on particle filters for online nonlinear/non-GaussianBayesian tracking
IEEE Transactions on Signal Processing
Evaluating the robustness of activity recognition using computational causal behavior models
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Strategies for modelling human behaviour for activity recognition with precondition-effect rules
KI'12 Proceedings of the 35th Annual German conference on Advances in Artificial Intelligence
Modeling agents and their environment in multi-level-DEVS
Proceedings of the Winter Simulation Conference
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Assistive software becomes more and more important part of our everyday life. As it is not straightforward to create such a system, the engineering of assistive systems is a topic of current research with different applications in healthcare, education and industry. In this paper we introduce three contributions to this field of research. Whereas most assistive systems use approaches for intention recognition based on training data applicable to specific environments and applications, we introduce a training-free approach. We do that by showing that it is possible to generate probabilistic inference systems from causal models for human behavior. Additionally, we collect a list of requirements for context aware assistive software and human behavior modeling for intention recognition and showed that our system satisfies them. We then introduce a software architecture for assistive systems that provides support for this kind of modeling. In addition to introducing the modeling approach and the architecture we show in an experimental way that our approach is suited for smart environments. The collected list of requirements could help a software engineer create a robust and easily adaptable to changes in the environment assistive software.