Learning with Fractional Orthogonal Kernel Classifiers in Support Vector Machines
Gebundenes Buch

Learning with Fractional Orthogonal Kernel Classifiers in Support Vector Machines

Theory, Algorithms and Applications

Herausgegeben: Rad, Jamal Amani; Parand, Kourosh; Chakraverty, Snehashish
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This book contains select chapters on support vector algorithms from different perspectives, including mathematical background, properties of various kernel functions, and several applications. The main focus of this book is on orthogonal kernel functions, and the properties of the classical kernel functions-Chebyshev, Legendre, Gegenbauer, and Jacobi-are reviewed in some chapters. Moreover, the fractional form of these kernel functions is introduced in the same chapters, and for ease of use for these kernel functions, a tutorial on a Python package named ORSVM is presented. The book also exhi...