Learning with Fractional Orthogonal Kernel Classifiers in Support Vector Machines is popular PDF and ePub book, written by Jamal Amani Rad in 2023-03-18, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, Learning with Fractional Orthogonal Kernel Classifiers in Support Vector Machines can be Read Online from any device for your convenience.
Learning with Fractional Orthogonal Kernel Classifiers in Support Vector Machines Book PDF Summary
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 exhibits a variety of applications for support vector algorithms, and in addition to the classification, these algorithms along with the introduced kernel functions are utilized for solving ordinary, partial, integro, and fractional differential equations. On the other hand, nowadays, the real-time and big data applications of support vector algorithms are growing. Consequently, the Compute Unified Device Architecture (CUDA) parallelizing the procedure of support vector algorithms based on orthogonal kernel functions is presented. The book sheds light on how to use support vector algorithms based on orthogonal kernel functions in different situations and gives a significant perspective to all machine learning and scientific machine learning researchers all around the world to utilize fractional orthogonal kernel functions in their pattern recognition or scientific computing problems.
Detail Book of Learning with Fractional Orthogonal Kernel Classifiers in Support Vector Machines PDF
- Author : Jamal Amani Rad
- Release : 18 March 2023
- Publisher : Springer Nature
- ISBN : 9789811965531
- Genre : Mathematics
- Total Page : 312 pages
- Language : English
- PDF File Size : 14,9 Mb
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