DocumentCode
2849127
Title
Enhancing User Experience with Brain-Computer-Interfaces in Smart Home Environments
Author
Casale, Pierluigi ; Fernandez, Jose M. ; Palou, Xavier Rafael ; Torrellas, Sergi ; Ratsgoo, Mojdeh ; Miralles, Felip
Author_Institution
Barcelona Digital Technol. Centre, Barcelona, Spain
fYear
2012
fDate
26-29 June 2012
Firstpage
307
Lastpage
310
Abstract
In this work, the benefits of Ambient Intelligence for enhancing user experience with Brain Computer Interfaces are explored. In a smart-home environment, statistics of devices activations are used to learn user habits and to adapt the interface for providing the most usual option to the user, reducing the time spent navigating through hierarchical menus. The activation statistics are learned by discriminative machine learning algorithms able to provide the most suitable options for the user interface. Promising experimental results on simulated scenarios encourage following on this research direction.
Keywords
brain-computer interfaces; home automation; learning (artificial intelligence); ambient intelligence; brain-computer interfaces; device activation statistics; discriminative machine learning algorithms; hierarchical menus; smart-home environments; user experience enhancement; user habits; user interface; Accuracy; Ambient intelligence; Brain computer interfaces; Context; TV; Usability; Ambient Intelligence; Brain Computer Interfaces; Smart Environments; Statistical Machine Learning;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Environments (IE), 2012 8th International Conference on
Conference_Location
Guanajuato
Print_ISBN
978-1-4673-2093-1
Type
conf
DOI
10.1109/IE.2012.71
Filename
6258539
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