High-Order Statistics Algorithms and Computational Functions for MATLAB Platform
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In this article, we comprehensively present commonly used high-order statistics algorithms and computational functions available on the MATLAB platform. These tools include implementations for calculating higher-order moments, cumulants, and spectral analysis through functions like moment(), cumulant(), and bispectrum estimation algorithms. We demonstrate practical applications through time-delay estimation examples, showcasing how to utilize functions such as xcorr() for cross-correlation analysis and advanced higher-order statistical methods for improved accuracy in signal processing scenarios. These implementations help readers better understand both theoretical concepts and practical applications of high-order statistics in data analysis. We believe this content will be particularly valuable for researchers and engineers working with advanced signal processing and data analysis techniques.
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