Aztiria, A.; Augusto, J.; Basagoiti, R.; Izaguirre, A.; Cook, D.

Discovering frequent user-environment interactions in intelligent environments

Article

Aztiria, A., Augusto, J., Basagoiti, R., Izaguirre, A. and Cook, D. 2012. Discovering frequent user-environment interactions in intelligent environments. Personal and Ubiquitous Computing. 16 (1), pp. 91-103. https://doi.org/10.1007/s00779-011-0471-4

Publication dates
Type	Article
Title	Discovering frequent user-environment interactions in intelligent environments
Authors	Aztiria, A., Augusto, J., Basagoiti, R., Izaguirre, A. and Cook, D.
Abstract	Intelligent Environments are expected to act proactively, anticipating the user's needs and preferences. To do that, the environment must somehow obtain knowledge of those need and preferences, but unlike current computing systems, in Intelligent Environments the user ideally should be released from the burden of providing information or programming any device as much as possible. Therefore, automated learning of a user's most common behaviors becomes an important step towards allowing an environment to provide highly personalized services. In this paper we present a system that takes information collected by sensors as a starting point, and then discovers frequent relationships between actions carried out by the user. The algorithm developed to discover such patterns is supported by a language to represent those patterns and a system of interaction which provides the user the option to fine tune their preferences in a natural way, just by speaking to the system.
Keywords	Ambient Intelligence � intelligent environments � pattern learning � machine learning techniques
Research Group	Research Group on Development of Intelligent Environments
Publisher	Springer
Journal	Personal and Ubiquitous Computing
ISSN	1617-4909
Print	Jan 2012
Publication process dates
Deposited	26 Mar 2013
Output status	Published
Accepted author manuscript	Aztiria et al_Updated(2)_ Personal and Ubiquitous Computing.pdf License CC BY 4.0
Digital Object Identifier (DOI)	https://doi.org/10.1007/s00779-011-0471-4
Language	English

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Assessing real world imagery in virtual environments for people with cognitive disabilities

Covaci, A., Kramer, D., Augusto, J., Rus, S. and Braun, A. 2015. Assessing real world imagery in virtual environments for people with cognitive disabilities. Intelligent Environments 2015. Prague, Czech Republic 15 - 17 Jul 2015 Institute of Electrical and Electronics Engineers (IEEE). pp. 41-48

Spatial health systems: the state of the art

Gottfried, B., Aghajan, H., Wong, K., Augusto, J., Guesgen, H., Kirste, T. and Lawo, M. 2014. Spatial health systems: the state of the art. in: Holzinger, A., Ziefle, M. and Roecker, C. (ed.) Smart health. State of the art Springer Verlag. pp. 41-70

Developing navigational services for people with Down's Syndrome

Kramer, D., Covaci, A. and Augusto, J. 2015. Developing navigational services for people with Down's Syndrome. 2015 International Conference on Intelligent Environments. Prague, Czech Republic 15 - 17 Jul 2015 Institute of Electrical and Electronics Engineers (IEEE). pp. 128-131 https://doi.org/10.1109/IE.2015.26

Context-awareness to increase inclusion of people with DS in society

Kramer, D., Augusto, J. and Clark, T. 2014. Context-awareness to increase inclusion of people with DS in society. AAAI 14: Workshop on Artificial Intelligence Applied to Assistive Technologies and Smart Environments (ATSE 2014). Quebec City, Quebec, Canada 27 - 31 Jul 2014 Association for the Advancement of Artificial Intelligence (AAAI). pp. 27-31

Night optimised care technology for users needing assisted lifestyles

Augusto, J., Mulvenna, M., Zheng, H., Wang, H., Martin, S., McCullagh, P. and Wallace, J. 2014. Night optimised care technology for users needing assisted lifestyles. Behaviour and Information Technology. 33 (12), pp. 1261-1277. https://doi.org/10.1080/0144929X.2013.816773

Personalized smart environments to increase inclusion of people with Down's Syndrome

Augusto, J., Grimstad, T., Wichert, R., Schulze, E., Braun, A., Rødevand, G. and Ridley, V. 2013. Personalized smart environments to increase inclusion of people with Down's Syndrome. Augusto, J., Wichert, R., Collier, R., Keyson, D., Salah, A. and Tan, A. (ed.) International Joint Conference on Ambient Intelligence. Dublin, Ireland Springer International. https://doi.org/10.1007/978-3-319-03647-2_16

Reflections on ambient intelligence systems handling of user preferences and needs

Augusto, J. 2014. Reflections on ambient intelligence systems handling of user preferences and needs. The 10th International Conference on Intelligent Environments (IE'14). Shanghai, P.R. China 29 Jun - 04 Jul 2014 Institute of Electrical and Electronics Engineers (IEEE). pp. 369-371

AAL4DS (Can AAL technology help people with Down’s Syndrome to live better lives?)

Augusto, J. 2012. AAL4DS (Can AAL technology help people with Down’s Syndrome to live better lives?). Proceedings of AALForum2012 (Tomorrow in Sight: from Design to Delivery). Eindhoven, The Netherlands 26 Sep 2012 pp. 79-83

A group decision making model for partially ordered preference under uncertainty

Chen, S., Liu, J., Wang, H. and Augusto, J. 2015. A group decision making model for partially ordered preference under uncertainty. Information Fusion. 25, pp. 32-41. https://doi.org/10.1016/j.inffus.2014.11.001

eFRIEND: an ethical framework for intelligent environments development

Jones, S., Hara, S. and Augusto, J. 2015. eFRIEND: an ethical framework for intelligent environments development. Ethics and Information Technology. 17 (1), pp. 11-25. https://doi.org/10.1007/s10676-014-9358-1

Requirements for context-aware systems

Evans, C., Brodie, L. and Augusto, J. 2014. Requirements for context-aware systems. 20th International Working Conference on Requirements Engineering: Foundations for Software Quality (REFSQ). Essen, Germany 07 - 10 Apr 2014 pp. 137-138

Requirements engineering for intelligent environments

Evans, C., Brodie, L. and Augusto, J. 2014. Requirements engineering for intelligent environments. The 10th International Conference on Intelligent Environments. Shanghai, China 29 Jun - 04 Jul 2014 pp. 154-161

A user-centric software development process

Augusto, J. 2014. A user-centric software development process. The 10th International Conference on Intelligent Environments (IE'14). Shanghai, P.R. China 29 Jun - 04 Jul 2014 pp. 252-255

Sensors for Ambient Assisted Living (AAL) and smart homes

Martinez Madrid, N., Martinez Fernandez, J., Seepold, R. and Augusto, J. 2013. Sensors for Ambient Assisted Living (AAL) and smart homes. in: Filippini, D. (ed.) Autonomous Sensor Networks: Collective Sensing Strategies for Analytical Purposes Springer.

Context-aware discovery of human frequent behaviours through sensor information interpretation

Aztiria, A. and Augusto, J. 2013. Context-aware discovery of human frequent behaviours through sensor information interpretation. in: Guesgen, H. and Marsland, S. (ed.) Human Behavior Recognition Technologies: Intelligent Applications for Monitoring and Security IGI Global. pp. 14-32

A hierarchical human activity recognition framework based on automated reasoning

Chen, S., Liu, J., Wang, H. and Augusto, J. 2013. A hierarchical human activity recognition framework based on automated reasoning. IEEE International Conference on Systems, Man and Cybernetics (SMC2013). Manchester, UK 13 - 16 Oct 2013

A linguistic multi-criteria decision making approach based on logical reasoning

Chen, S., Liu, J., Wang, H. and Augusto, J. 2014. A linguistic multi-criteria decision making approach based on logical reasoning. Information Sciences. 258, pp. 266-276. https://doi.org/10.1016/j.ins.2013.08.040

Participatory research to design a novel system to support the night-time needs of people with dementia; NOCTURNAL

Martin, S., Augusto, J., McCullagh, P., Carswell, W., Zheng, H., Wang, H., Wallace, J. and Mulvenna, M. 2013. Participatory research to design a novel system to support the night-time needs of people with dementia; NOCTURNAL. International Journal of Environmental Research and Public Health. 10 (12), pp. 6764-6782. https://doi.org/10.3390/ijerph10126764

Self-aware trader: a new approach to safer trading

Martínez Fernández, J., Augusto, J., Trombino, G., Seepold, R. and Martinez Madrid, N. 2013. Self-aware trader: a new approach to safer trading. Journal of Universal Computer Science. 19 (15), pp. 2292-2319.

Learning frequent behaviours of the users in intelligent environments

Aztiria, A., Augusto, J., Basagoiti, R., Izaguirre, A. and Cook, D. 2013. Learning frequent behaviours of the users in intelligent environments. IEEE Transactions on Systems Man and Cybernetics: Systems. 43 (6), pp. 1265-1278. https://doi.org/10.1109/TSMC.2013.2252892

Intelligent environments: a manifesto

Augusto, J., Callaghan, V., Kameas, A., Cook, D. and Satoh, I. 2013. Intelligent environments: a manifesto. Human-centric Computing and Information Sciences. 3 (12). https://doi.org/10.1186/2192-1962-3-12

eFRIEND: an ethical framework for intelligent environment development

Jones, S., Augusto, J. and Hara, S. 2014. eFRIEND: an ethical framework for intelligent environment development. The 7th ACM International Conference on Pervasive Technologies Related to Assistive Environments: PETRA 2014. Rhodes, Greece 27 - 30 May 2014 Association for Computing Machinery (ACM). https://doi.org/10.1145/2674396.2674410

Visualization of data for ambient assisted living services

Mulvenna, M., Carswell, W., McCullagh, P., Augusto, J., Zheng, H., Jeffers, P., Wang, H. and Martin, S. 2011. Visualization of data for ambient assisted living services. IEEE Communications Magazine. 49 (1), pp. 110-117. https://doi.org/10.1109/MCOM.2011.5681023

Mass function derivation and combination in multivariate data spaces

Wang, H., Liu, J. and Augusto, J. 2010. Mass function derivation and combination in multivariate data spaces. Information Sciences. 180 (6), pp. 813-819. https://doi.org/10.1016/j.ins.2009.08.027

Design and evaluation of an ambient assisted living system based on an argumentative multi-agent system

Muñoz, A., Augusto, J., Villa, A. and Botía, J. 2011. Design and evaluation of an ambient assisted living system based on an argumentative multi-agent system. Personal and Ubiquitous Computing. 15 (4), pp. 377-387. https://doi.org/10.1007/s00779-010-0361-1

Ordering based decision making: a survey

Chen, S., Liu, J., Wang, H. and Augusto, J. 2013. Ordering based decision making: a survey. Information Fusion. 14 (4), pp. 521-531. https://doi.org/10.1016/j.inffus.2012.10.005

Software simulation and verification to increase the reliability of intelligent environments

Augusto, J. and Hornos, M. 2013. Software simulation and verification to increase the reliability of intelligent environments. Advances in Engineering Software. 58, pp. 18-34. https://doi.org/10.1016/j.advengsoft.2012.12.004

Using patterns position distribution for software failure detection

Li, C., Chen, Z., Du, H., Wang, H., Wilkie, G., Augusto, J. and Liu, J. 2013. Using patterns position distribution for software failure detection. International Journal of Computational Intelligence Systems. 6 (2), pp. 234-243. https://doi.org/10.1080/18756891.2013.768442

A sensor technology survey for a stress aware trading process

Fernandez, J., Augusto, J., Seepold, R. and Madrid, N. 2012. A sensor technology survey for a stress aware trading process. Transactions on Systems, Man and Cybernetics - Part C. 42 (6), pp. 809-824. https://doi.org/10.1109/TSMCC.2011.2179028

A linguistic truth-value temporal reasoning (LTR) system and its application to the design of an intelligent environment

Lu, Z., Augusto, J., Liu, J. and Wang, H. 2012. A linguistic truth-value temporal reasoning (LTR) system and its application to the design of an intelligent environment. International Journal of Computational Intelligence Systems. 5 (1), pp. 173-196. https://doi.org/10.1080/18756891.2012.670529

Static verification of wireless sensor networks with formal methods

Testa, A., Coronato, A., Cinque, M. and Augusto, J. 2012. Static verification of wireless sensor networks with formal methods. 8th International Conference on Signal Image Technology and Internet Based Systems (SITIS 2012). Naples, Italy 25 - 29 Nov 2012 pp. 587-594

Modeling eating disorders of cognitive impaired people

Coronato, A., De Pietro, G. and Augusto, J. 2012. Modeling eating disorders of cognitive impaired people. HumanCom'2012. Gwangju, South Korea pp. 165-172

An evidential reasoning based approach for decision making with partially ordered preference under uncertainty

Chen, S., Liu, J., Wang, H. and Augusto, J. 2013. An evidential reasoning based approach for decision making with partially ordered preference under uncertainty. 2013 International Conference on Machine Learning and Cybernetics. Tianjin, China 14 - 17 Jul 2013 IEEE. pp. 1712-1717 https://doi.org/10.1109/ICMLC.2013.6890874