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Authors: Juan Andrés Martínez-Escobar ; Silvia B. González-Brambila and Josué Figueroa-González

Affiliation: Universidad Autonoma Metropolitana, Mexico

ISBN: 978-989-758-255-4

Keyword(s): Violence Images, Data Mining, EEG, Gender.

Abstract: We collected information using the Electroencephalograph (EEG) EmotivEpoc, and the software complement of the Eye Tracking system SMI RED250mobile. As a first step, it was stored in text files, the readings of each EEG sensor during the time the presentation of 5 violent images and 5 non-violent images were observed. The database was collected with 50 volunteers, consisting of 25 men and 25 women. The database was later loaded into R, for the execution of the algorithms of data mining, K-means, K-medoids, Hierarchical Clustering, Naive Bayes, Support Vector Machines, Adaboost and Decision trees. In the clustering methods, a random clustering was presented and with little information, with the Naive Bayes, SVM and Adaboost models, a classification with a high percentage of error was obtained using the Decision Trees method, we obtained one of the worst results, with the highest error rates in the classification performed with the test data of selected method. Based on the results obtai ned, no significant difference was found in the individual's gender, which affected his reaction when viewing images with violent and non-violent content. (More)

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Paper citation in several formats:
Martínez-Escobar, J.; González-Brambila, S. and Figueroa-González, J. (2017). Analysis of Brain Waves in Violent Images - Are Differences in Gender?.In Proceedings of the 6th International Conference on Data Science, Technology and Applications - Volume 1: KDCloudApps, ISBN 978-989-758-255-4, pages 408-414. DOI: 10.5220/0006485304080414

@conference{kdcloudapps17,
author={Juan Andrés Martínez{-}Escobar. and Silvia B. González{-}Brambila. and Josué Figueroa{-}González.},
title={Analysis of Brain Waves in Violent Images - Are Differences in Gender?},
booktitle={Proceedings of the 6th International Conference on Data Science, Technology and Applications - Volume 1: KDCloudApps,},
year={2017},
pages={408-414},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006485304080414},
isbn={978-989-758-255-4},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Data Science, Technology and Applications - Volume 1: KDCloudApps,
TI - Analysis of Brain Waves in Violent Images - Are Differences in Gender?
SN - 978-989-758-255-4
AU - Martínez-Escobar, J.
AU - González-Brambila, S.
AU - Figueroa-González, J.
PY - 2017
SP - 408
EP - 414
DO - 10.5220/0006485304080414

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