Influence of Error Rate on Frustration of BCI Users

Brain-Computer Interfaces (BCIs) are still much less reliable than other input devices. The error rates of BCIs range from 5% up to 60%. In this paper, we assess the subjective frustration, motivation, and fatigue of BCI users, when confronted to different levels of error rate. We conducted a BCI experiment in which the error rate was artificially controlled. Our results first show that a prolonged use of BCI significantly increases the perceived fatigue, and induces a drop in motivation. We also found that user frustration increases with the error rate of the system but this increase does not seem critical for small differences of error rate. Thus, for future BCIs, we would advise to favor user comfort over accuracy when the potential gain of accuracy remains small.

[1]  Anton Nijholt,et al.  Perception and Manipulation of Game Control , 2014, INTETAIN.

[2]  Alireza Sahami Shirazi,et al.  Text Entry on Tiny QWERTY Soft Keyboards , 2015, CHI.

[3]  Moritz Grosse-Wentrup,et al.  The Influence of Decoding Accuracy on Perceived Control: A Simulated BCI Study , 2014, ArXiv.

[4]  Jérémy Frey,et al.  Estimating Visual Comfort in Stereoscopic Displays Using Electroencephalography: A Proof-of-Concept , 2015, INTERACT.

[5]  Robert J. K. Jacob,et al.  This is your brain on interfaces: enhancing usability testing with functional near-infrared spectroscopy , 2011, CHI.

[6]  Anton Nijholt,et al.  Turning Shortcomings into Challenges: Brain-Computer Interfaces for Games , 2009, INTETAIN.

[7]  David Sun,et al.  MouStress: detecting stress from mouse motion , 2014, CHI.

[8]  Ben Shneiderman,et al.  Determining Causes and Severity of End-User Frustration , 2004, Int. J. Hum. Comput. Interact..

[9]  J. J. Higgins,et al.  The aligned rank transform for nonparametric factorial analyses using only anova procedures , 2011, CHI.

[10]  Antinus Nijholt,et al.  User Experience Evaluation in BCI: Mind the Gap! , 2011 .

[11]  Yijun Wang,et al.  Brain-Computer Interfaces Based on Visual Evoked Potentials , 2008, IEEE Engineering in Medicine and Biology Magazine.

[12]  Dirk Heylen,et al.  Human-Computer Interaction for BCI Games: Usability and User Experience , 2010, 2010 International Conference on Cyberworlds.

[13]  H. A. Lamti,et al.  EFFECT OF FATIGUE ON SSVEP DURING VIRTUAL WHEELCHAIR NAVIGATION , 2014 .