Mining EEG with SVM for Understanding Cognitive Underpinnings of Math Problem Solving Strategies
Joint Authors
Bosch, Paul
Herrera, Mauricio
López, Julio
Maldonado, Sebastián
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-01-11
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
We have developed a new methodology for examining and extracting patterns from brain electric activity by using data mining and machine learning techniques.
Data was collected from experiments focused on the study of cognitive processes that might evoke different specific strategies in the resolution of math problems.
A binary classification problem was constructed using correlations and phase synchronization between different electroencephalographic channels as characteristics and, as labels or classes, the math performances of individuals participating in specially designed experiments.
The proposed methodology is based on using well-established procedures of feature selection, which were used to determine a suitable brain functional network size related to math problem solving strategies and also to discover the most relevant links in this network without including noisy connections or excluding significant connections.
American Psychological Association (APA)
Bosch, Paul& Herrera, Mauricio& López, Julio& Maldonado, Sebastián. 2018. Mining EEG with SVM for Understanding Cognitive Underpinnings of Math Problem Solving Strategies. Behavioural Neurology،Vol. 2018, no. 2018, pp.1-15.
https://search.emarefa.net/detail/BIM-1130202
Modern Language Association (MLA)
Bosch, Paul…[et al.]. Mining EEG with SVM for Understanding Cognitive Underpinnings of Math Problem Solving Strategies. Behavioural Neurology No. 2018 (2018), pp.1-15.
https://search.emarefa.net/detail/BIM-1130202
American Medical Association (AMA)
Bosch, Paul& Herrera, Mauricio& López, Julio& Maldonado, Sebastián. Mining EEG with SVM for Understanding Cognitive Underpinnings of Math Problem Solving Strategies. Behavioural Neurology. 2018. Vol. 2018, no. 2018, pp.1-15.
https://search.emarefa.net/detail/BIM-1130202
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1130202