TY - GEN
T1 - Sound quality indicating system using EEG and GMDH-type neural network
AU - Nishimura, Kiminobu
AU - Mitsukura, Yasue
PY - 2013/12/1
Y1 - 2013/12/1
N2 - In this paper, we propose a sound quality evaluation system using electroencephalogram (EEG) and group method of data handling (GMDH) type neural network. Recently, EEG is used in various applications, and we focus on sound quality evaluation using EEG. We prepared EEG samples to train a GMDH-type neural network to recognise 3 typical types of sound which was used to create the training data. The results showed that using GMDH-type neural network improved recognition rate compared to the other method. Additionally, we repeated simulations by using different parameter of GMDH-type neural network, and the open test results showed the recognition rate variations in different parameter values.
AB - In this paper, we propose a sound quality evaluation system using electroencephalogram (EEG) and group method of data handling (GMDH) type neural network. Recently, EEG is used in various applications, and we focus on sound quality evaluation using EEG. We prepared EEG samples to train a GMDH-type neural network to recognise 3 typical types of sound which was used to create the training data. The results showed that using GMDH-type neural network improved recognition rate compared to the other method. Additionally, we repeated simulations by using different parameter of GMDH-type neural network, and the open test results showed the recognition rate variations in different parameter values.
UR - http://www.scopus.com/inward/record.url?scp=84893281724&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84893281724&partnerID=8YFLogxK
U2 - 10.1109/APSIPA.2013.6694124
DO - 10.1109/APSIPA.2013.6694124
M3 - Conference contribution
AN - SCOPUS:84893281724
SN - 9789869000604
T3 - 2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2013
BT - 2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2013
T2 - 2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2013
Y2 - 29 October 2013 through 1 November 2013
ER -