A new and fast nonlinear method for association analysis of biosignals

被引:9
作者
Cunha, JPS
de Oliveira, PG
机构
[1] IEETA, Dept Elect & Telecomun, P-3810193 Aveiro, Portugal
[2] S Antonio Gen Hosp, Dept Neurophysiol, P-4050 Porto, Portugal
[3] Univ Porto, INESC Porto, Fac Engn, P-4050 Porto, Portugal
关键词
biosignal; fast algorithm; nonlinear association measure;
D O I
10.1109/10.844225
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this paper, we present some original theoretical aspects of a fast nonlinear association measure based on the work of Cramer. The features of this new measure-the V measure-when applied to biosignals are also shown using simulated time series. A comparative study with other well-known association measures available in the literature of biosignals is presented, V was found to be twice as fast and more robust to nonlinearities than the classical cross-correlation ratio (r(2)) and more than 100 times faster than the nonlinear regression coefficient (h(2)), presenting similar behavior in the presence of nonlinear simulated situations. This new measure is very fast and versatile, It is appropriate to deal with nonlinear relations presenting usually a sharp peak in the association function enabling a high degree of selectivity for maxima detection. It seems to constitute an improvement over linear methods of association which is faster and more robust to the existing nonlinearities. It can be used as an alternative to more complex nonlinear association measures when computational speed is an important feature.
引用
收藏
页码:757 / 763
页数:7
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