Learning interaction kernels in mean-field equations of 1st-order systems of interacting particles

29 October 2020

Papers citing "Learning interaction kernels in mean-field equations of 1st-order systems of interacting particles"

14 / 14 papers shown

Title
Data-Driven Model Selections of Second-Order Particle Dynamics via Integrating Gaussian Processes with Low-Dimensional Interacting Structures Jinchao Feng Charles Kulick Sui Tang 112 2 0 01 Nov 2023
Learning Collective Behaviors from Observation Jinchao Feng Ming Zhong 72 2 0 01 Nov 2023
Small noise analysis for Tikhonov and RKHS regularizations Quanjun Lang Fei Lu 57 5 0 18 May 2023
A Data-Adaptive Prior for Bayesian Learning of Kernels in Operators Neil K. Chada Quanjun Lang Fei Lu Xiang Wang 61 3 0 29 Dec 2022
Bayesian Nonlocal Operator Regression (BNOR): A Data-Driven Learning Framework of Nonlocal Models with Uncertainty Quantification Yiming Fan M. DÉlia Yue Yu H. Najm Stewart Silling 77 3 0 06 Oct 2022
Nonparametric learning of kernels in nonlocal operators Fei Lu Qi An Yue Yu 72 19 0 23 May 2022
Mean-Field Nonparametric Estimation of Interacting Particle Systems Rentian Yao Xiaohui Chen Yun Yang 118 9 0 16 May 2022
The LAN property for McKean-Vlasov models in a mean-field regime Laetitia Della Maestra M. Hoffmann 65 22 0 12 May 2022
Data adaptive RKHS Tikhonov regularization for learning kernels in operators Fei Lu Quanjun Lang Qi An 57 12 0 08 Mar 2022
Learning Stochastic Dynamics with Statistics-Informed Neural Network Yuanran Zhu Yunhao Tang Changho Kim 87 19 0 24 Feb 2022
Learning Mean-Field Equations from Particle Data Using WSINDy Daniel Messenger David M. Bortz 99 37 0 14 Oct 2021
Identifiability of interaction kernels in mean-field equations of interacting particles Quanjun Lang Fei Lu 89 15 0 10 Jun 2021
On the coercivity condition in the learning of interacting particle systems Zhongyan Li Fei Lu 67 4 0 20 Nov 2020
Cluster Prediction for Opinion Dynamics from Partial Observations Zehong Zhang Fei Lu 66 3 0 04 Jul 2020