VECTOR VALUED REPRODUCING KERNEL HILBERT SPACES AND UNIVERSALITY

被引:97
|
作者
Carmeli, C. [1 ,2 ]
De Vito, E. [2 ,3 ]
Toigo, A. [2 ,4 ]
Umanita, V. [4 ,5 ]
机构
[1] Univ Genoa, Dipartimento Fis, I-16126 Genoa, Italy
[2] Ist Nazl Fis Nucl, Sez Genova, I-16126 Genoa, Italy
[3] Dipartimento Sci Architettura, I-16123 Genoa, Italy
[4] Univ Genoa, Dipartimento Informat & Sci Informaz, I-16146 Genoa, Italy
[5] Politecn Milan, Dipartimento Matemat F Brioschi, I-20133 Milan, Italy
关键词
Vector valued reproducing kernel Hilbert spaces; universal approximation; operator valued feature maps;
D O I
10.1142/S0219530510001503
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper is devoted to the study of vector valued reproducing kernel Hilbert spaces. We focus on two aspects: vector valued feature maps and universal kernels. In particular, we characterize the structure of translation invariant kernels on abelian groups and we relate it to the universality problem.
引用
收藏
页码:19 / 61
页数:43
相关论文
共 50 条
  • [1] VECTOR VALUED REPRODUCING KERNEL HILBERT SPACES OF INTEGRABLE FUNCTIONS AND MERCER THEOREM
    Carmeli, Claudio
    De Vito, Ernesto
    Toigo, Alessandro
    [J]. ANALYSIS AND APPLICATIONS, 2006, 4 (04) : 377 - 408
  • [2] Image and Video Colorization Using Vector-Valued Reproducing Kernel Hilbert Spaces
    Quang, Minh Ha
    Kang, Sung Ha
    Le, Triet M.
    [J]. JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2010, 37 (01) : 49 - 65
  • [3] Image and Video Colorization Using Vector-Valued Reproducing Kernel Hilbert Spaces
    Minh Ha Quang
    Sung Ha Kang
    Triet M. Le
    [J]. Journal of Mathematical Imaging and Vision, 2010, 37 : 49 - 65
  • [4] Commutants and reflexivity of multiplication tuples on vector-valued reproducing kernel Hilbert spaces
    Chavan, Sameer
    Podder, Shubhankar
    Trivedi, Shailesh
    [J]. JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2018, 466 (02) : 1337 - 1358
  • [5] Vector-Valued Reproducing Kernel Hilbert C*-Modules
    Moslehian, Mohammad Sal
    [J]. COMPLEX ANALYSIS AND OPERATOR THEORY, 2022, 16 (01)
  • [6] Reproducing kernel hilbert spaces
    Seddighi, K.
    [J]. Iranian Journal of Science & Technology, 1993, 17 (03):
  • [7] Pasting Reproducing Kernel Hilbert Spaces
    Sawano, Yoshihiro
    [J]. NEW TRENDS IN ANALYSIS AND INTERDISCIPLINARY APPLICATIONS, 2017, : 401 - 407
  • [8] Noncommutative reproducing kernel Hilbert spaces
    Ball, Joseph A.
    Marx, Gregory
    Vinnikov, Victor
    [J]. JOURNAL OF FUNCTIONAL ANALYSIS, 2016, 271 (07) : 1844 - 1920
  • [9] A Primer on Reproducing Kernel Hilbert Spaces
    Manton, Jonathan H.
    Amblard, Pierre-Olivier
    [J]. FOUNDATIONS AND TRENDS IN SIGNAL PROCESSING, 2014, 8 (1-2): : 1 - 126
  • [10] On isomorphism of reproducing kernel Hilbert spaces
    V. V. Napalkov
    V. V. Napalkov
    [J]. Doklady Mathematics, 2017, 95 : 270 - 272