What You Expect Is What You Get? Potential Use of Contingent Negative Variation for Passive BCI Systems in Gaze-Based HCI
2011
Book Chapter
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When using eye movements for cursor control in human-computer interaction (HCI), it may be difficult to find an appropriate substitute for the click operation. Most approaches make use of dwell times. However, in this context the so-called Midas-Touch-Problem occurs which means that the system wrongly interprets fixations due to long processing times or spontaneous dwellings of the user as command. Lately it has been shown that brain-computer interface (BCI) input bears good prospects to overcome this problem using imagined hand movements to elicit a selection. The current approach tries to develop this idea further by exploring potential signals for the use in a passive BCI, which would have the advantage that the brain signals used as input are generated automatically without conscious effort of the user. To explore event-related potentials (ERPs) giving information about the user’s intention to select an object, 32-channel electroencephalography (EEG) was recorded from ten participants interacting with a dwell-time-based system. Comparing ERP signals during the dwell time with those occurring during fixations on a neutral cross hair, a sustained negative slow cortical potential at central electrode sites was revealed. This negativity might be a contingent negative variation (CNV) reflecting the participants’ anticipation of the upcoming selection. Offline classification suggests that the CNV is detectable in single trial (mean accuracy 74.9 %). In future, research on the CNV should be accomplished to ensure its stable occurence in human-computer interaction and render possible its use as a potential substitue for the click operation.
Author(s): | Ihme, K. and Zander, TO. |
Book Title: | Affective Computing and Intelligent Interaction |
Volume: | 6975 |
Pages: | 447-456 |
Year: | 2011 |
Day: | 0 |
Series: | Lecture Notes in Computer Science |
Editors: | D'Mello, S., Graesser, A., Schuller, B. and Martin, J.-C. |
Publisher: | Springer |
Department(s): | Empirical Inference |
Bibtex Type: | Book Chapter (inbook) |
Address: | Berlin, Germany |
DOI: | 10.1007/978-3-642-24571-8_57 |
ISBN: | 978-3-642-24570-1 |
BibTex @inbook{IhmeZABJ2011, title = {What You Expect Is What You Get? Potential Use of Contingent Negative Variation for Passive BCI Systems in Gaze-Based HCI}, author = {Ihme, K. and Zander, TO.}, booktitle = {Affective Computing and Intelligent Interaction}, volume = {6975}, pages = {447-456}, series = {Lecture Notes in Computer Science}, editors = {D'Mello, S., Graesser, A., Schuller, B. and Martin, J.-C.}, publisher = {Springer}, address = {Berlin, Germany}, year = {2011}, doi = {10.1007/978-3-642-24571-8_57} } |