• 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