Selection of relevant features for classification of movements from single movement-related potentials using a genetic algorithm

作者: E. Yorn-Tov , G.F. Inbar

DOI: 10.1109/IEMBS.2001.1020450

关键词:

摘要: Classification of movement-related potentials recorded from the scalp to their corresponding limb is a crucial task in brain-computer interfaces based on such potentials. This paper demonstrates how features for can be selected large bank using genetic algorithm. We show that it possible differentiate between movements contralateral fingers with classification accuracy 77% small number (10-20) containing roughly 1000 features.

参考文章(12)
Daniel H. Lange, Gideon F. Inbar, Modern Techniques in ERP Research Springer, Berlin, Heidelberg. pp. 997- 1023 ,(1999) , 10.1007/978-3-642-58552-4_36
Thorsten Joachims, Making large scale SVM learning practical Technical reports. ,(1999) , 10.17877/DE290R-14262
Mehran Sahami, Daphne Koller, Toward optimal feature selection international conference on machine learning. pp. 284- 292 ,(1996)
Avrim L. Blum, Pat Langley, Selection of relevant features and examples in machine learning Artificial Intelligence. ,vol. 97, pp. 245- 271 ,(1997) , 10.1016/S0004-3702(97)00063-5
Darrell Whitley, A genetic algorithm tutorial Statistics and Computing. ,vol. 4, pp. 65- 85 ,(1994) , 10.1007/BF00175354
N. Birbaumer, A. Kubler, N. Ghanayim, T. Hinterberger, J. Perelmouter, J. Kaiser, I. Iversen, B. Kotchoubey, N. Neumann, H. Flor, The thought translation device (TTD) for completely paralyzed patients international conference of the ieee engineering in medicine and biology society. ,vol. 8, pp. 190- 193 ,(2000) , 10.1109/86.847812
G.E. Birch, S.G. Mason, Brain-computer interface research at the Neil Squire Foundation international conference of the ieee engineering in medicine and biology society. ,vol. 8, pp. 193- 195 ,(2000) , 10.1109/86.847813
J. Perelmouter, N. Birbaumer, A binary spelling interface with random errors international conference of the ieee engineering in medicine and biology society. ,vol. 8, pp. 227- 232 ,(2000) , 10.1109/86.847824
J del R Millán, Josep Mourino, Fabio Babiloni, Febo Cincotti, Markus Varsta, Jukka Heikkonen, None, Local neural classifier for EEG-based recognition of mental tasks international joint conference on neural network. ,vol. 3, pp. 3632- ,(2000) , 10.1109/IJCNN.2000.861393