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MULTIVARIATE WALSH-FOURIER ANALYSIS
Authors:David S  Stoffer
Affiliation:University of Pittsburgh
Abstract:Abstract. In this paper we establish a statistical methodology for the spectral analysis of stationary multivariate time series via the Walsh-Fourier transform. Theoretical results pertaining to the definition and estimation of the Walsh-Fourier spectral matrix and functions of that matrix including cross-spectra, coherency and phase are given. An example of the statistical techniques developed in this paper is given; in particular, the methodologies are applied to neonatal sleep data collected from a study of the effect of maternal substance use during pregnancy.
Keywords:Multivariate time series  Walsh spectral analysis  Walsh-Fourier crossspectra  Walsh-Fourier coherency  sequency domain  neonatal EEG sleep patterns
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