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Erik Bollt

Kolmogorov-Arnold Network Autoencoders

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Oct 02, 2024
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Stability Analysis of Physics-Informed Neural Networks for Stiff Linear Differential Equations

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Aug 27, 2024
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Entropic Regression DMD (ERDMD) Discovers Informative Sparse and Nonuniformly Time Delayed Models

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Jun 17, 2024
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On Learning what to Learn: heterogeneous observations of dynamics and establishing (possibly causal) relations among them

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Jun 10, 2024
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Machine Learning Enhanced Hankel Dynamic-Mode Decomposition

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Mar 11, 2023
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Next Generation Reservoir Computing

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Jun 14, 2021
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ERFit: Entropic Regression Fit Matlab Package, for Data-Driven System Identification of Underlying Dynamic Equations

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Oct 06, 2020
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Data-Driven Learning of Boolean Networks and Functions by Optimal Causation Entropy Principle

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Jun 01, 2020
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An Early Warning Sign of Critical Transition in The Antarctic Ice Sheet. A New Data Driven Tool for Spatiotemporal Tipping Point

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Apr 21, 2020
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Geometric Considerations of a Good Dictionary for Koopman Analysis of Dynamical Systems

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Dec 18, 2019
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