DocumentCode :
2943005
Title :
Analysis of neural interaction in motor cortex during reach-to-grasp task based on Dynamic Bayesian Networks
Author :
Sang, Dong ; Lv, Bin ; He, Huiguang ; He, Jiping ; Wang, Feiyue
Author_Institution :
Key Lab. of Complex Syst. & Intell. Sci., Chinese Acad. of Sci., Beijing, China
fYear :
2010
fDate :
Aug. 31 2010-Sept. 4 2010
Firstpage :
4140
Lastpage :
4143
Abstract :
In this work, we took the analysis of neural interaction based on the data recorded from the motor cortex of a monkey, when it was trained to complete multi-targets reach-to-grasp tasks. As a recently proved effective tool, Dynamic Bayesian Network (DBN) was applied to model and infer interactions of dependence between neurons. In the results, the gained networks of neural interactions, which correspond to different tasks with different directions and orientations, indicated that the target information was not encoded in simple ways by neuronal networks. We also explored the difference of neural interactions between delayed period and peri-movement period during reach-to-grasp task. We found that the motor control process always led to relatively more complex neural interaction networks than the plan thinking process.
Keywords :
Bayes methods; bioelectric potentials; biomechanics; brain; medical signal processing; neurophysiology; delayed period; dynamic Bayesian networks; motor control process; motor cortex; neural interaction; neurons; perimovement period; plan thinking process; reach-to-grasp task; Bayesian methods; Cathode ray tubes; Delay; Encoding; Markov processes; Neural networks; Neurons; Dynamic Bayesian Networks; Neural interaction; Reach-to-grasp task; Animals; Bayes Theorem; Hand Strength; Haplorhini; Motor Cortex; Neurons;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4123-5
Type :
conf
DOI :
10.1109/IEMBS.2010.5627361
Filename :
5627361
Link To Document :
بازگشت