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2103.13358
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Anticipating synchronization with machine learning
13 March 2021
Huawei Fan
Ling-Wei Kong
Y. Lai
Xingang Wang
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Papers citing
"Anticipating synchronization with machine learning"
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Title
How more data can hurt: Instability and regularization in next-generation reservoir computing
Yuanzhao Zhang
Edmilson Roque dos Santos
Sean P. Cornelius
118
2
0
28 Jan 2025
Thermodynamic limit in learning period three
Yuichiro Terasaki
Kohei Nakajima
65
1
0
12 May 2024
Machine learning prediction of critical transition and system collapse
Ling-Wei Kong
Hua-wei Fan
C. Grebogi
Y. Lai
25
84
0
02 Dec 2020
Transfer learning of chaotic systems
Yali Guo
Han Zhang
Liang Wang
Huawei Fan
Xingang Wang
AI4TS
19
17
0
15 Nov 2020
Model-free prediction of spatiotemporal dynamical systems with recurrent neural networks: Role of network spectral radius
Junjie Jiang
Y. Lai
30
105
0
10 Oct 2019
Forecasting Chaotic Systems with Very Low Connectivity Reservoir Computers
Aaron Griffith
Andrew Pomerance
D. Gauthier
30
128
0
01 Oct 2019
Inferring the dynamics of oscillatory systems using recurrent neural networks
Rok Cestnik
Markus Abel
33
27
0
04 Apr 2019
Machine-learning inference of fluid variables from data using reservoir computing
Kengo Nakai
Yoshitaka Saiki
AI4CE
21
56
0
23 May 2018
Hybrid Forecasting of Chaotic Processes: Using Machine Learning in Conjunction with a Knowledge-Based Model
Jaideep Pathak
Alexander Wikner
Rebeckah K. Fussell
Sarthak Chandra
Brian Hunt
M. Girvan
Edward Ott
38
286
0
09 Mar 2018
A Critical Review of Recurrent Neural Networks for Sequence Learning
Zachary Chase Lipton
John Berkowitz
Charles Elkan
77
2,327
0
29 May 2015
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