Spectral Truncation Kernels: Noncommutativity in $C^*$-algebraic Kernel Machines

Spectral Truncation Kernels: Noncommutativity in $C^*$ -algebraic Kernel Machines

28 May 2024

Papers citing "Spectral Truncation Kernels: Noncommutativity in $C^*$-algebraic Kernel Machines"

15 / 15 papers shown

Title
Deep Learning with Kernels through RKHM and the Perron-Frobenius Operator Yuka Hashimoto Masahiro Ikeda Hachem Kadri 90 8 0 23 May 2023
Kernel Methods are Competitive for Operator Learning Pau Batlle Matthieu Darcy Bamdad Hosseini H. Owhadi 46 39 0 26 Apr 2023
Learning in RKHM: a $C^*$ -Algebraic Twist for Kernel Machines Yuka Hashimoto Masahiro Ikeda Hachem Kadri 22 7 0 21 Oct 2022
Reproducing kernel Hilbert C*-module and kernel mean embeddings Yuka Hashimoto Isao Ishikawa Masahiro Ikeda Fuyuta Komura Takeshi Katsura Yoshinobu Kawahara 11 10 0 27 Jan 2021
Entangled Kernels -- Beyond Separability Riikka Huusari Hachem Kadri 10 10 0 14 Jan 2021
Complexity of Linear Regions in Deep Networks Boris Hanin David Rolnick 19 228 0 25 Jan 2019
Autoencoding any Data through Kernel Autoencoders Pierre Laforgue Stephan Clémençon Florence dÁlché-Buc 8 20 0 28 May 2018
Size-Independent Sample Complexity of Neural Networks Noah Golowich Alexander Rakhlin Ohad Shamir 51 547 0 18 Dec 2017
Spectrally-normalized margin bounds for neural networks Peter L. Bartlett Dylan J. Foster Matus Telgarsky ODL 97 1,208 0 26 Jun 2017
Uncertain programming model for multi-item solid transportation problem Hasan Dalman 57 730 0 31 May 2016
Operator-valued Kernels for Learning from Functional Response Data Hachem Kadri E. Duflos Philippe Preux S. Canu A. Rakotomamonjy Julien Audiffren 46 128 0 28 Oct 2015
Norm-Based Capacity Control in Neural Networks Behnam Neyshabur Ryota Tomioka Nathan Srebro 191 583 0 27 Feb 2015
A Unifying Framework in Vector-valued Reproducing Kernel Hilbert Spaces for Manifold Regularization and Co-Regularized Multi-view Learning H. Q. Minh Loris Bazzani Vittorio Murino 28 65 0 31 Jan 2014
Multiple Operator-valued Kernel Learning Hachem Kadri A. Rakotomamonjy Francis R. Bach Philippe Preux 49 18 0 07 Mar 2012
Kernels for Vector-Valued Functions: a Review Mauricio A. Alvarez Lorenzo Rosasco Neil D. Lawrence GP 87 918 0 30 Jun 2011