DocumentCode :
148421
Title :
Summative EEG alpha classification relates learning style and openness
Author :
Bin Abdul Rashid, Nazre ; Bin Taib, Mohd Nasir ; Binti Hj Murat, Zunairah ; binti S. Abd Kadir, Ros Shilawani ; Bin Lias, Sahrim ; Bin Sulaiman, Norizam
Author_Institution :
Comput. Dept., Sultan Idris Educ. Univ., Tanjong Malim, Malaysia
fYear :
2014
fDate :
3-5 April 2014
Firstpage :
807
Lastpage :
810
Abstract :
Learning Style (LS) had been drawn as one of the important domains in a learner´s profile. It was considered relevance to different aspects of teaching and learning such as achievement and motivation. On the other hand, Openness has been interpreted as a major trait which linked to knowledge and skill acquisition which linked to learner differences. In this research the relation between LS and Openness is studied as to underline a substantive learners´ profile. Kolb´s Learning Style Inventory (KLSI) had been employed to determined participants´ (N= 131) LS of Diverger, Assimilator, Converger or Accommodator. Then, Electroencephalogram (EEG) technology was utilized to gather their brain signals. The signals dataset of Alpha band is selected, processed and classified towards the corresponding LS using SPSS 2-Step Cluster Analysis. The result shown 100% classification of brain signals towards LS achieved while Accommodator found as the LS that related to Openness.
Keywords :
electroencephalography; medical signal processing; pattern clustering; signal classification; statistical analysis; EEG alpha classification; Kolb´s Learning Style Inventory; SPSS 2-step cluster analysis; accommodator; assimilator; brain signal classification; converger; diverger; electroencephalogram technology; openness; Conferences; Cultural differences; Decision support systems; Engineering education; Hafnium; Clustering; EEG; Learning Style; Openness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Global Engineering Education Conference (EDUCON), 2014 IEEE
Conference_Location :
Istanbul
Type :
conf
DOI :
10.1109/EDUCON.2014.6826188
Filename :
6826188
Link To Document :
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