Subject-Dependent and Subject-Independent Classification of Mental Arithmetic and Silent Reading Tasks

Mustafa Turan Arslan; Server Göksel Eraldemir; Esen Yıldırım

doi:https://doi.org/10.29137/umagd.348871

Makale detayları

Subject-Dependent and Subject-Independent Classification of Mental Arithmetic and Silent Reading Tasks

Yazarlar:

Mustafa Turan Arslan | Server Göksel Eraldemir | Esen Yıldırım

Yayıncı:

Kirikkale University

Ana Başlıklar:

Mühendislik ve uygulamalı operasyonlar

Dergi:

International Journal of Engineering Research and Development 2017 Vol.9 Issue 3, pp.186-195

Belge Tipi:

Makale

Yayın Tarihi:

12/2017

Belge Dili:

Türkçe

Document ID (Org No.):

2000647703

Sıklık:

İki Yıllık

eISSN:

1308-5514

DOI:

https://doi.org/10.29137/umagd.348871

Özet:

 


In
this study, the electrical activities in the brain were classified during
mental mathematical tasks and silent text reading. EEG recordings are collected
from 18 healthy male university/college students, ages ranging from 18 to 25.
During the study, a total of 60 slides including verbal text reading and
arithmetical operations were presented to the subjects. EEG signals were
collected from 26 channels in the course of slide show. Features were extracted
by employing Hilbert Huang Transform (HHT). Then, subject-dependent and
subject-independent classifications were performed using k-Nearest Neighbor (k-NN)
algorithm with parameters k=1, 3, 5 and 10. Subject-dependent classifications
resulted in accuracy rates between 95.8% and 99%, whereas the accuracy rates
were between 92.2% and 97% for subject independent classification. The results
show that EEG data recorded during mathematical and silent reading tasks can be
classified with high accuracy results for both subject-dependent and
subject-independent analysis.


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Makale detayları

Subject-Dependent and Subject-Independent Classification of Mental Arithmetic and Silent Reading Tasks

Yazarlar: Mustafa Turan Arslan | Server Göksel Eraldemir | Esen Yıldırım

Yayıncı: Kirikkale University

Ana Başlıklar: Mühendislik ve uygulamalı operasyonlar

Dergi: International Journal of Engineering Research and Development 2017 Vol.9 Issue 3, pp.186-195

Belge Tipi: Makale

Yayın Tarihi: 12/2017

Belge Dili: Türkçe

Document ID (Org No.): 2000647703

Sıklık: İki Yıllık

eISSN: 1308-5514

DOI: https://doi.org/10.29137/umagd.348871

Sayı

Yazarlar:

Mustafa Turan Arslan | Server Göksel Eraldemir | Esen Yıldırım

Yayıncı:

Kirikkale University

Ana Başlıklar:

Mühendislik ve uygulamalı operasyonlar

Dergi:

International Journal of Engineering Research and Development 2017 Vol.9 Issue 3, pp.186-195

Belge Tipi:

Makale

Yayın Tarihi:

12/2017

Belge Dili:

Türkçe

Document ID (Org No.):

2000647703

Sıklık:

İki Yıllık

eISSN:

1308-5514

DOI:

https://doi.org/10.29137/umagd.348871