Kernel Sum of Squares for Data Adapted Kernel Learning of Dynamical Systems from Data: A global optimization approach

12 August 2024

Papers citing "Kernel Sum of Squares for Data Adapted Kernel Learning of Dynamical Systems from Data: A global optimization approach"

10 / 10 papers shown

Title
Learning Dynamical Systems from Data: A Simple Cross-Validation Perspective, Part V: Sparse Kernel Flows for 132 Chaotic Dynamical Systems L. Yang Xiuwen Sun B. Hamzi H. Owhadi Nai-ming Xie 60 20 0 24 Jan 2023
Solving and Learning Nonlinear PDEs with Gaussian Processes Yifan Chen Bamdad Hosseini H. Owhadi Andrew M. Stuart 67 156 0 24 Mar 2021
Finding Global Minima via Kernel Approximations Alessandro Rudi Ulysse Marteau-Ferey Francis R. Bach 43 34 0 22 Dec 2020
Kernel methods for center manifold approximation and a data-based version of the Center Manifold Theorem B. Haasdonk B. Hamzi G. Santin D. Wittwar 64 21 0 01 Dec 2020
Non-parametric Models for Non-negative Functions Ulysse Marteau-Ferey Francis R. Bach Alessandro Rudi 49 52 0 08 Jul 2020
Deep regularization and direct training of the inner layers of Neural Networks with Kernel Flows G. Yoo H. Owhadi 59 21 0 19 Feb 2020
Kernel Flows: from learning kernels from data into the abyss H. Owhadi G. Yoo 65 90 0 13 Aug 2018
A Tutorial on Bayesian Optimization P. Frazier GP 109 1,787 0 08 Jul 2018
Kernel Methods for the Approximation of Some Key Quantities of Nonlinear Systems J. Bouvrie B. Hamzi 72 31 0 03 Apr 2012
Kernel Methods for the Approximation of Nonlinear Systems J. Bouvrie B. Hamzi 102 57 0 14 Aug 2011