Kernel-Based Methods: Milestones and New Trends

di Stefano De Marchi (Autore)

Francesco Marchetti (Autore)

Emma Perracchione (Autore)

Cambridge University Press, 2026

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.

• Autore: Stefano De Marchi, Francesco Marchetti, Emma Perracchione
• Editore: Cambridge University Press
• Collana: Cambridge Monographs on Applied and Computational Mathematics
• Anno: 2026
• Rilegatura: Hardback
• Pagine: 242 p.
• Peso: 500 gr.
• EAN: 9781009769129

Testo in English