BCI competition 2003 - Data set IV: An algorithm based on CSSD and FDA for classifying single-trial EEG

被引：98

作者：

Wang, YJ ^{[1
]}

Zhang, ZG ^{[1
]}

Li, Y ^{[1
]}

Gao, XR ^{[1
]}

Gao, SK ^{[1
]}

Yang, FS ^{[1
]}

机构：

[1] Tsinghua Univ, Dept Biomed Engn, Beijing 100084, Peoples R China

来源：

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING | 2004年 / 51卷 / 06期

基金：

中国国家自然科学基金;

关键词：

brain-computer interface (BCI); common spatial subspace decomposition (CSSD); electroencephalogram (EEG); Fisher discriminant analysis (FDA);

D O I：

10.1109/TBME.2004.826697

中图分类号：

R318 [生物医学工程];

学科分类号：

0831 ;

摘要：

This paper presents an algorithm for classifying single-trial electroencephalogram (EEG) during the preparation of self-paced tapping. It combines common spatial subspace decomposition with Fisher discriminant analysis to extract features from multichannel EEG. Three features are obtained based on Bereitschaftspotential and event-related desynchronization. Finally, a perceptron neural network is trained as the classifier. This algorithm was applied to the data set (self -paced 1s) of "BCI Competition 2003" with a classification accuracy of 84% on the test set.

引用

页码：1081 / 1086

页数：6

共 8 条

[1]

Blankertz B, 2002, ADV NEUR IN, V14, P157

[2] The BCI competition 2003:: Progress and perspectives in detection and discrimination of EEG single trials [J].

Blankertz, B ;

Müller, KR ;

Curio, G ;

Vaughan, TM ;

Schalk, G ;

Wolpaw, JR ;

Schlögl, A ;

Neuper, C ;

Pfurtscheller, G ;

Hinterberger, T ;

Schröder, M ;

Birbaumer, N .

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2004, 51 (06) :1044-1051

[3] Steep early negative slopes can be demonstrated in pre-movement bereitschaftspotential [J].

Kukleta, M ;

Lamarche, M .

CLINICAL NEUROPHYSIOLOGY, 2001, 112 (09) :1642-1649

[4] Classification of movement-related EEG in a memorized delay task experiment [J].

Müller-Gerking, J ;

Pfurtscheller, G ;

Flyvbjerg, H .

CLINICAL NEUROPHYSIOLOGY, 2000, 111 (08) :1353-1365

[5] On-line EEG classification during externally-paced hand movements using a neural network-based classifier [J].

Pfurtscheller, G ;

Kalcher, J ;

Neuper, C ;

Flotzinger, D ;

Pregenzer, M .

ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1996, 99 (05) :416-425

[6] Event-related EEG/MEG synchronization and desynchronization: basic principles [J].

Pfurtscheller, G ;

da Silva, FHL .

CLINICAL NEUROPHYSIOLOGY, 1999, 110 (11) :1842-1857

[7] The effects of self-movement, observation, and imagination on μ rhythms and readiness potentials (RP's):: Toward a brain-computer interface (BCI) [J].

Pineda, JA ;

Allison, BZ ;

Vankov, A .

IEEE TRANSACTIONS ON REHABILITATION ENGINEERING, 2000, 8 (02) :219-222

[8] Common spatial subspace decomposition applied to analysis of brain responses under multiple task conditions: a simulation study [J].

Wang, YH ;

Berg, P ;

Scherg, M .

CLINICAL NEUROPHYSIOLOGY, 1999, 110 (04) :604-614

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