Learning interaction kernels in stochastic systems of interacting particles from multiple trajectories

30 July 2020

Papers citing "Learning interaction kernels in stochastic systems of interacting particles from multiple trajectories"

14 / 14 papers shown

Title
A Sparse Bayesian Learning Algorithm for Estimation of Interaction Kernels in Motsch-Tadmor Model Jinchao Feng Sui Tang 26 0 0 11 May 2025
On the Identifiablility of Nonlocal Interaction Kernels in First-Order Systems of Interacting Particles on Riemannian Manifolds Sui Tang Malik Tuerkoen Hanming Zhou 37 4 0 21 May 2023
Reproducing kernel Hilbert spaces in the mean field limit Christian Fiedler Michael Herty M. Rom C. Segala Sebastian Trimpe 33 6 0 28 Feb 2023
Benchmarking optimality of time series classification methods in distinguishing diffusions Zehong Zhang Fei Lu Esther Xu Fei Terry Lyons Y. Kevrekidis Tom Woolf AI4TS 39 0 0 30 Jan 2023
Random Feature Models for Learning Interacting Dynamical Systems Yuxuan Liu S. McCalla Hayden Schaeffer 26 12 0 11 Dec 2022
Neural parameter calibration for large-scale multi-agent models Thomas Gaskin G. Pavliotis Mark Girolami AI4TS 26 23 0 27 Sep 2022
The LAN property for McKean-Vlasov models in a mean-field regime Laetitia Della Maestra M. Hoffmann 42 22 0 12 May 2022
Learning Stochastic Dynamics with Statistics-Informed Neural Network Yuanran Zhu Yunhao Tang Changho Kim 19 18 0 24 Feb 2022
Identifiability of interaction kernels in mean-field equations of interacting particles Quanjun Lang Fei Lu 39 14 0 10 Jun 2021
Learning particle swarming models from data with Gaussian processes Jinchao Feng Charles Kulick Yunxiang Ren Sui Tang 26 5 0 04 Jun 2021
Learning Theory for Inferring Interaction Kernels in Second-Order Interacting Agent Systems Jason D Miller Sui Tang Ming Zhong Mauro Maggioni 26 18 0 08 Oct 2020
Maximum likelihood estimation of potential energy in interacting particle systems from single-trajectory data Xiaohui Chen 32 25 0 21 Jul 2020
On the identifiability of interaction functions in systems of interacting particles Zhongyan Li Fei Lu Mauro Maggioni Sui Tang C. Zhang 13 30 0 27 Dec 2019
On Krause's multi-agent consensus model with state-dependent connectivity (Extended version) V. Blondel Julien Hendrickx J. Tsitsiklis 90 444 0 13 Jul 2008