径向基函数变换及其在信号处理中的应用

C. Lindquist
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引用次数: 4

摘要

各种标准基函数早已被用于表征信号,包括傅里叶、沃尔什、哈尔和斜面。由相关数据导出的最优Karhunen-Loeve基函数也可用。径向基函数是一种新的函数类型。它们基于实际数据,而不是预定义的或生成的数据集。本文讨论了径向基函数和标准基函数。它回顾了它们是如何推导出来的,并通过心电图和股票市场的例子说明了它们的广泛用途。它们有很大的效用,可能会变得和它们的标准前辈一样普遍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Radial basis function transforms and their use in signal processing
A variety of standard basis functions have long been used for characterizing signals including Fourier, Walsh, Haar, and Slant. Optimum Karhunen-Loeve basis functions derived from correlation data can also be used. Radial basis functions are a new type. They are based on actual data rather than predefined or generated sets. This paper relates radial basis functions and standard basis functions. It reviews how they are derived and illustrates their broad use with EKG and stock market examples. They have great utility and may become as common as their standard predecessors.<>
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