Fundamental Properties of Reproducing Kernels and RKHSs
Speaker: Baver Okutmuştur (Department of Mathematics, METU)
Date / Time: Thursday, April 25, 2024 / 14:00 (Ankara, Turkey)
Place: Online Participation (please self-register first, if necessary)
Abstract: In this talk a short introduction to reproducing kernel and reproducing kernel Hilbert spaces (RKHS) is provided. We first memorize a brief overview of the Hilbert space with its fundamental characteristics. Here the basic facts on the inner product spaces including the notion of norms, pre-Hilbert spaces, and hence Hilbert spaces are briefly presented (for further details see [3]). The main part is then devoted to the definitions and fundamental properties of reproducing kernels and RKHSs. The proofs of most of the theorems are addressed to the lecture notes [1] of T. Ando, the paper [2] of N. Aronszajn and particularly the recent book [5] of S. Saitoh and Y. Sawano.
References:
- T. Ando, Reproducing Kernel Spaces and Quadratic Inequalities, Lecture Notes, Hokkaido University, Research Institute of Applied Electricity, Division of Applied Mathematics, Sapporo, Japan, 1987.
- N. Aronszajn, Theory of reproducing kernels, TAMS Vol. 68, No.3, 1950, pp. 337-404.
- J.B. Conway, A Course in Functional Analysis, Springer Verlag, Berlin - Heidelberg - New York, 1989.
- P.L. Duren, A. Schuster, Bergman Spaces, Amer. Math. Soc., Providence R.I. 2004.
- S. Saitoh, Y. Sawano, Theory of Reproducing Kernels and Applications Springer, 2016. (You may possibly download the book from Springer)