Feature extraction of EEG signals based on functional data analysis and its application to recognition of driver fatigue state.
作者： Pengpeng Shangguan , Taorong Qiu , Tao Liu , Shuli Zou , Zhuo Liu
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摘要: … to the feature extraction of EEG signals, which treats EEG signals as continuous data to mine the intrinsic feature information through functional differences between EEG signals in …
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sci-hub.st 参考文章(37)
J. O. Ramsay, C. J. Dalzell, Some Tools for Functional Data Analysis Journal of the royal statistical society series b-methodological. ,vol. 53, pp. 539- 561 ,(1991) , 10.1111/J.2517-6161.1991.TB01844.X
Frédéric Ferraty, Philippe Vieu, Nonparametric functional data analysis : theory and practice Springer. ,(2006)
Yuedong Song, Jiaxiang Zhang, Discriminating preictal and interictal brain states in intracranial EEG by sample entropy and extreme learning machine Journal of Neuroscience Methods. ,vol. 257, pp. 45- 54 ,(2016) , 10.1016/J.JNEUMETH.2015.08.026
Davide Pigoli, Laura M. Sangalli, Wavelets in functional data analysis: Estimation of multidimensional curves and their derivatives Computational Statistics & Data Analysis. ,vol. 56, pp. 1482- 1498 ,(2012) , 10.1016/J.CSDA.2011.12.016
Agustina Garcés Correa, Lorena Orosco, Eric Laciar, Automatic detection of drowsiness in EEG records based on multimodal analysis. Medical Engineering & Physics. ,vol. 36, pp. 244- 249 ,(2014) , 10.1016/J.MEDENGPHY.2013.07.011
Laura M. Sangalli, Piercesare Secchi, Simone Vantini, Alessandro Veneziani, Efficient estimation of three‐dimensional curves and their derivatives by free‐knot regression splines, applied to the analysis of inner carotid artery centrelines Journal of The Royal Statistical Society Series C-applied Statistics. ,vol. 58, pp. 285- 306 ,(2009) , 10.1111/J.1467-9876.2008.00653.X
Gene H. Golub, Michael Heath, Grace Wahba, Generalized Cross-Validation as a Method for Choosing a Good Ridge Parameter Technometrics. ,vol. 21, pp. 215- 223 ,(1979) , 10.1080/00401706.1979.10489751
E. Hoddes, V. Zarcone, H. Smythe, R. Phillips, W. C. Dement, Quantification of sleepiness: a new approach. Psychophysiology. ,vol. 10, pp. 431- 436 ,(1973) , 10.1111/J.1469-8986.1973.TB00801.X
J. O. Ramsay, When the data are functions Psychometrika. ,vol. 47, pp. 379- 396 ,(1982) , 10.1007/BF02293704
Carl De Boor, Carl De Boor, A practical guide to splines ,(1978)