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A new measure to characterize multifractality of sleep electroencephalogram

摘要Traditional methods for nonlinear dynamic analysis, such as correlation dimension,Lyapunov exponent, approximate entropy, detrended fluctuation analysis, using a single parameter, cannot fully describe the extremely sophisticated behavior of electroencephalogram (EEG). The multifractal formalism reveals more "hidden" information of EEG by using singularity spectrum to characterize its nonlinear dynamics. In this paper, the zero-crossing time intervals of sleep EEG were studied using multifractal analysis. A new multifractal measure △asα was proposed to describe the asymmetry of singularity spectrum, and compared with the singularity strength range △α that was normally used as a degree indicator of multifractality. One-way analysis of variance and multiple comparison tests showed that the new measure we proposed gave better discrimination of sleep stages, especially in the discrimination between sleep and awake, and between sleep stages 3and 4.

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作者单位 State Key Laboratory of Modern Acoustics, Department of Electronics Science and Engineering, Institute for Biomedical Electronic Engineering, Nanjing University, Nanjing 210093, China;Province Key Laboratory of Image Processing & Image Communication, College of Telecommunications and Information Engineering, Nanjing University of Posts & Telecommunications, Nanjing 210003, China [1] State Key Laboratory of Modern Acoustics, Department of Electronics Science and Engineering, Institute for Biomedical Electronic Engineering, Nanjing University, Nanjing 210093, China [2] Province Key Laboratory of Image Processing & Image Communication, College of Telecommunications and Information Engineering, Nanjing University of Posts & Telecommunications, Nanjing 210003, China [3]
分类号 R74
栏目名称 ARTICLES
DOI 10.1007/s11434-006-2213-y
发布时间 2007-01-16
基金项目
国家自然科学基金
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