Kernel-Based Methods : Milestones and New Trends
Book Details
Format
Hardback or Cased Book
ISBN-10
100976912X
ISBN-13
9781009769129
Publisher
Cambridge University Press
Imprint
Cambridge University Press
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Oct 31st, 2026
Print length
242 Pages
Weight
500 grams
Product Classification:
Numerical analysisMachine learning
Ksh 12,600.00
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Kernel methods represent a vibrant area of research with many open questions. The interplay between approximation theory, machine learning, and computational mathematics continues to generate new insights and techniques. This text provides both established results and a window into current research trends aiming to stimulate readers in this field.
Kernel methods, with origins in the pioneering work of Mercer (1909), Bochner (1933), and Aronszajn (1950), have become central tools in modern mathematics and machine learning. This book explores their deep connections with approximation theory, highlighting both classical results and cutting-edge developments. Through clear explanations and illustrative examples, it guides readers from foundational concepts to contemporary applications, including computational methods and real-world problem solving. By bridging theory and practice, the text not only provides a rigorous understanding of kernels but also inspires further exploration and research. Suitable for students, researchers, and practitioners, it invites readers to engage with ongoing advances in this dynamic field and to contribute to its future growth.
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