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
Link To Document :
بازگشت