講演抄録/キーワード |
講演名 |
2017-03-13 14:35
Convolutional neural networks with 3D input for P300 Identification in auditory brain-computer interfaces ○Eduardo Carabez・Miho Sugi・Isao Nambu・Yasuhiro Wada(Nagaoka Gidai) NC2016-71 |
抄録 |
(和) |
We propose a 3D input for a convolutional neural network used as
classifier for an auditory BCI that presents sounds to the user via
earphones from 6 different virtual directions. As many factors impact the
performance of the classifier, different pooling strategies and
convolution kernels are presented to show how all of them play an
important role for the better or worse in the classification of single
trial EEG data for the proposed BCI. Results show that these simple, yet
not always explored considerations, can lead to significant differences in performance between models |
(英) |
We propose a 3D input for a convolutional neural network used as
classifier for an auditory BCI that presents sounds to the user via
earphones from 6 different virtual directions. As many factors impact the
performance of the classifier, different pooling strategies and
convolution kernels are presented to show how all of them play an
important role for the better or worse in the classification of single
trial EEG data for the proposed BCI. Results show that these simple, yet
not always explored considerations, can lead to significant differences in performance between models |
キーワード |
(和) |
convolutional neural networks / auditory brain-computer interface (BCI) / P300 / virtual sound / electroencephalogram (EEG) / pool strategies / classification / |
(英) |
convolutional neural networks / auditory brain-computer interface (BCI) / P300 / virtual sound / electroencephalogram (EEG) / pool strategies / classification / |
文献情報 |
信学技報, vol. 116, no. 521, NC2016-71, pp. 43-48, 2017年3月. |
資料番号 |
NC2016-71 |
発行日 |
2017-03-06 (NC) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
著作権に ついて |
技術研究報告に掲載された論文の著作権は電子情報通信学会に帰属します.(許諾番号:10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
PDFダウンロード |
NC2016-71 |