Title :
Exploiting Real-Time EEG Analysis for Assessing Flow in Games
Author :
Plotnikov, A. ; Stakheika, N. ; De Gloria, A. ; Schatten, Carlotta ; Bellotti, Fernando ; Berta, R. ; Fiorini, C. ; Ansovini, F.
Author_Institution :
Dynatech - Dept. of Naval, Electr. & Inf. Technol. Eng., Univ. of Genoa, Genoa, Italy
Abstract :
Ability of adapting to different users is considered key to maximize the impact and effectiveness of Serious Games (SGs). Advances in neurosciences are making it possible to continuously monitor the player status. This paper reports the research work on the monitoring of the player flow status with a simple (4 electrode) commercial electroencephalogram (EEG). In particular, we focus on three consequential research questions: is it possible to statistically distinguish a flow from a boredom condition? For which wavelengths? Can different levels of boredom and flow be identified? Results - even if limited because of the small size of the test, are promising and enable further research. Statistically significant differences could be observed for brainwaves under various conditions. A machine learning classifier (SVM) was successful in the 2-level distinction case, in particular with personalized training.
Keywords :
brain-computer interfaces; computer aided instruction; computer games; electroencephalography; real-time systems; support vector machines; 2-level distinction case; SVM; brainwaves; commercial electroencephalogram; consequential research question; machine learning classifier; neuroscience; personalized training; player flow status; player status; realtime EEG analysis; serious game flow; Brain modeling; Computational modeling; Electrodes; Electroencephalography; Games; Monitoring; Support vector machines; Brain-Computer Interface; Electroencephalogram (EEG); Support Vector Machine (SVM); brainwaves; flow; neurosciences; serious games; user experience; viedogames;
Conference_Titel :
Advanced Learning Technologies (ICALT), 2012 IEEE 12th International Conference on
Conference_Location :
Rome
Print_ISBN :
978-1-4673-1642-2
DOI :
10.1109/ICALT.2012.144