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07/08/2022
Black and Gray Box Learning of Amplitude Equations: Application to Phase Field Systems
We present a data-driven approach to learning surrogate models for ampli...
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04/27/2021
Initializing LSTM internal states via manifold learning
We present an approach, based on learning an intrinsic data manifold, fo...
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12/23/2020
Learning emergent PDEs in a learned emergent space
We extract data-driven, intrinsic spatial coordinates from observations ...
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11/16/2020
Coarse-grained and emergent distributed parameter systems from data
We explore the derivation of distributed parameter system evolution laws...
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10/15/2020
Combining Scatter Transform and Deep Neural Networks for Multilabel Electrocardiogram Signal Classification
An essential part for the accurate classification of electrocardiogram (...
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02/27/2020