Name
Abstract | ||
|---|---|---|
A methodology for identifying brain areas from the brain MER signals (microelectrode recordings) is presented, which is based on a nonlinear feature set. We propose nonlinear dynamics measures such as correlation dimension, Hurst exponent and the largest Lyapunov exponent to characterize the dynamic structure. The MER records belong to the Polytechnical University of Valencia, 24 records for each zone (black substance, thalamus, subthalamus nucleus and uncertain area). The detection of each area using characteristics derived from complexity analysis was obtained through a classifier (support vector machine). The joint information between areas is remarkable and the best accuracy result was 93.75%. The nonlinear dynamics techniques help to discriminate the four brain areas considered, since they take into account the intrinsic dynamics of the signals and the structures analysis based on the multivariate statistical procedures is an important step in the data preprocessing. |
Year | DOI | Venue |
|---|---|---|
2008 | 10.1109/BMEI.2008.330 | BMEI (2) |
Keywords | Field | DocType |
nonlinear dynamic,structures analysis,largest lyapunov exponent,hurst exponent,nonlinear dynamics technique,complexity analysis,brain area,nonlinear dynamics techniques,brain areas,brain mer signal,mer record,mer signals,nonlinear feature set,signal processing,support vector machine,biomedical informatics,signal analysis,biomedical engineering,correlation dimension,data preprocessing,lyapunov exponent,multivariate statistics,image reconstruction,microelectrodes,structure analysis,nonlinear dynamics | Nonlinear system,Pattern recognition,Multivariate statistics,Computer science,Hurst exponent,Support vector machine,Data pre-processing,Correlation dimension,Artificial intelligence,Classifier (linguistics),Lyapunov exponent | Conference |
ISSN | Citations | PageRank |
1948-2914 | 1 | 0.36 |
References | Authors | |
1 | 5 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Andrea Rodríguez-Sánchez | 1 | 1 | 0.36 |
| Edilson Delgado-Trejos | 2 | 19 | 6.10 |
| Álvaro Orozco-Gutiérrez | 3 | 5 | 2.46 |
| German Castellanos-Dominguez | 4 | 258 | 51.21 |
| Enrique Guijarro-Estellés | 5 | 1 | 0.36 |