The Fourier Transform has to rank one of the most useful discoveries in mathematics, especially with respect to applications that have shaped our modern world.
One particular application that is relevant to my work on vector based models of knowledge representation is the concept of Fourier Descriptors. Here is a technical report describing an application to the representation of shape.
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