Fundamental Issues in Support Vector Machines
Description:
This dissertation considers certain issues in support vector machines (SVMs), including a description of their construction, aspects of certain exponential kernels used in some SVMs, and a presentation of an algorithm that computes the necessary elements of their operation with proof of convergence. In its first section, this dissertation provides a reasonably complete description of SVMs and their theoretical basis, along with a few motivating examples and counterexamples. This section may be …
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Date:
May 2014
Creator:
McWhorter, Samuel P.
Partner:
UNT Libraries