Pereverzyev, Sergei,

Introduction to artificial intelligence based on reproducing kernel Hilbert spaces / Sergei Pereverzyev. - Reprint 2026 - Cham, Switzerland : Birkhäuser, 2022. - xiv, 152 p. : ill. ; 22 cm. - .

Includes bibliographical references and index.

Introduction -- Learning in reproducing kernel Hilbert spaces and related integral operators -- Selected topics of the regularization theory -- Regularized learning in RKHS -- Examples of applications.

Introduces statistical learning using reproducing kernel Hilbert spaces (RKHS) and regularization theory for the design and analysis of kernel-based artificial intelligence algorithms, with applications in supervised learning and biomedical problems. :contentReference[oaicite:1]


9783032206756 (pbk.)


Mathematics
Artificial intelligence.
achine learning.
Reproducing kernel Hilbert spaces.
Kernel methods (Machine learning)
Regularization (Statistics)


Statistical learning.

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