From Fourier to Koopman: Spectral Methods for Long-term Time Series
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From Fourier to Koopman: Spectral Methods for Long-term Time Series Prediction

1 April 2020

Steven L. Brunton

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Papers citing "From Fourier to Koopman: Spectral Methods for Long-term Time Series Prediction"

13 / 13 papers shown

Title
Physics-Informed Probabilistic Learning of Linear Embeddings of Non-linear Dynamics With Guaranteed Stability Shaowu Pan Karthik Duraisamy 89 138 0 09 Jun 2019
Physics-informed Autoencoders for Lyapunov-stable Fluid Flow Prediction N. Benjamin Erichson Michael Muehlebach Michael W. Mahoney AI4CE PINN 71 141 0 26 May 2019
Human Gait Database for Normal Walk Collected by Smartphone Accelerometer Amir Vajdi Mohammad Reza Zaghian Nazli Rafei Dehkordi E. Rastegari Kian Maroofi Saman Farahmand Shaohua Jia M. Pomplun Nurit Haspel Akram Bayat CVBM 25 14 0 04 May 2019
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun DRL 97 4,845 0 04 Mar 2018
prDeep: Robust Phase Retrieval with a Flexible Deep Network Christopher A. Metzler Philip Schniter Ashok Veeraraghavan Richard G. Baraniuk OOD 83 170 0 01 Mar 2018
Deep learning for universal linear embeddings of nonlinear dynamics Bethany Lusch J. Nathan Kutz Steven L. Brunton 81 1,259 0 27 Dec 2017
Linearly-Recurrent Autoencoder Networks for Learning Dynamics Samuel E. Otto C. Rowley AI4CE 53 326 0 04 Dec 2017
Time-lagged autoencoders: Deep learning of slow collective variables for molecular kinetics C. Wehmeyer Frank Noé AI4CE BDL 157 361 0 30 Oct 2017
Learning Koopman Invariant Subspaces for Dynamic Mode Decomposition Naoya Takeishi Yoshinobu Kawahara Takehisa Yairi 49 374 0 12 Oct 2017
Learning Deep Neural Network Representations for Koopman Operators of Nonlinear Dynamical Systems Enoch Yeung Soumya Kundu Nathan Oken Hodas AI4CE 74 387 0 22 Aug 2017
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 601 12,741 0 11 Dec 2014
A Clockwork RNN Jan Koutník Klaus Greff Faustino J. Gomez Jürgen Schmidhuber 86 500 0 14 Feb 2014
Optoelectronic Reservoir Computing Y. Paquot F. Duport A. Smerieri J. Dambre B. Schrauwen M. Haelterman Serge Massar 77 699 0 30 Nov 2011