Learning Collective Behaviors from Observation

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Learning Collective Behaviors from Observation

1 November 2023

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Papers citing "Learning Collective Behaviors from Observation"

14 / 14 papers shown

Title
Random Feature Models for Learning Interacting Dynamical Systems Yuxuan Liu S. McCalla Hayden Schaeffer 82 12 0 11 Dec 2022
The LAN property for McKean-Vlasov models in a mean-field regime Laetitia Della Maestra M. Hoffmann 56 22 0 12 May 2022
Learning Mean-Field Equations from Particle Data Using WSINDy Daniel Messenger David M. Bortz 64 37 0 14 Oct 2021
Machine Learning for Discovering Effective Interaction Kernels between Celestial Bodies from Ephemerides Ming Zhong Jason D Miller Mauro Maggioni 44 1 0 26 Aug 2021
Identifiability of interaction kernels in mean-field equations of interacting particles Quanjun Lang Fei Lu 62 15 0 10 Jun 2021
Learning Interaction Kernels for Agent Systems on Riemannian Manifolds Mauro Maggioni Jason D Miller H. Qui Ming Zhong 43 8 0 30 Jan 2021
Learning interaction kernels in mean-field equations of 1st-order systems of interacting particles Quanjun Lang Fei Lu 48 22 0 29 Oct 2020
Weak SINDy For Partial Differential Equations Daniel Messenger David M. Bortz 68 178 0 06 Jul 2020
Explicit Estimation of Derivatives from Data and Differential Equations by Gaussian Process Regression Hongqiao Wang Xiang Zhou 23 15 0 13 Apr 2020
SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics Kadierdan Kaheman J. Nathan Kutz Steven L. Brunton 58 268 0 05 Apr 2020
Data-driven Discovery of Emergent Behaviors in Collective Dynamics Mauro Maggioni Jason D Miller Ming Zhong 40 24 0 23 Dec 2019
Learning Stochastic Differential Equations With Gaussian Processes Without Gradient Matching Çağatay Yıldız Markus Heinonen Jukka Intosalmi Henrik Mannerstrom Harri Lähdesmäki DiffM 43 39 0 16 Jul 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 429 5,156 0 19 Jun 2018
Learning unknown ODE models with Gaussian processes Markus Heinonen Çağatay Yıldız Henrik Mannerstrom Jukka Intosalmi Harri Lähdesmäki 49 94 0 12 Mar 2018