DocumentCode
1836979
Title
Support vector regression for cortical control of virtual cursor
Author
Yongji, Wang ; Wan, Wang ; Jiping, He ; Huang Jian
Author_Institution
Dept. of Control Sci. & Eng., Huazhong Univ. of Sci. & Technol., China
fYear
2005
fDate
26-28 May 2005
Firstpage
17
Lastpage
20
Abstract
In this paper, cortical control of virtual cursor was investigated by means of support vector machine (SVM). In SVM, the training inputs of the regression estimation are firing rates of neuronal ensembles in motor and premotor cortex, and the outputs are trajectories of virtual cursors. The regression results prove that the SVM is effective and available for simulation.
Keywords
brain; neural nets; regression analysis; support vector machines; cortical control; neuronal ensemble; regression estimation; support vector machine; support vector regression; virtual cursor; Animals; Biomedical engineering; Brain modeling; Helium; Neurons; Signal processing; State estimation; Support vector machine classification; Support vector machines; Training data;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Interface and Control, 2005. Proceedings. 2005 First International Conference on
Print_ISBN
0-7803-8902-6
Type
conf
DOI
10.1109/ICNIC.2005.1499832
Filename
1499832
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