Nonlinear and nonstationary signal processing

Most currently employed methods that are used in various fields of data analysis, such as signal processing and time series analysis, are based on rather simplistic assumptions about the linearity and stationarity of the underlying processes, and are hence suboptimal in many situations. The chapters...

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Chi tiết về thư mục
Định dạng: Sách
Ngôn ngữ:Undetermined
Được phát hành: Cambridge,New York Cambridge University Press 2000
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Thư viện lưu trữ: Trung tâm Học liệu Trường Đại học Cần Thơ
Miêu tả
Tóm tắt:Most currently employed methods that are used in various fields of data analysis, such as signal processing and time series analysis, are based on rather simplistic assumptions about the linearity and stationarity of the underlying processes, and are hence suboptimal in many situations. The chapters in this book introduce modern methods that have been developed in many fields of statistics, engineering, environmental science or finance, to address these shortcomings. The authors present state-of-the-art statistical methods, and discuss their applications in real-world situations. The chapters, taken together, provide a coherent and unique account of this active and important area, that will appeal to graduate students and researchers in academia, industry and laboratories.