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Theory inspired deep network for instantaneous-frequency extraction and signal components recovery from discrete blind-source data

Jan 31, 2020
Charles K. Chui, Ningning Han, Hrushikesh N. Mhaskar


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Realization of spatial sparseness by deep ReLU nets with massive data

Dec 16, 2019
Charles K. Chui, Shao-Bo Lin, Bo Zhang, Ding-Xuan Zhou

* 15pages, 4 figures 

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CASS: Cross Adversarial Source Separation via Autoencoder

May 23, 2019
Yong Zheng Ong, Charles K. Chui, Haizhao Yang


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Deep Neural Networks for Rotation-Invariance Approximation and Learning

Apr 03, 2019
Charles K. Chui, Shao-Bo Lin, Ding-Xuan Zhou

* 34 pages, 1 figure 

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Construction of neural networks for realization of localized deep learning

Mar 09, 2018
Charles K. Chui, Shao-Bo Lin, Ding-Xuan Zhou

* 22pages 

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A unified method for super-resolution recovery and real exponential-sum separation

Jul 26, 2017
Charles K. Chui, Hrushikesh N. Mhaskar


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A Fourier-invariant method for locating point-masses and computing their attributes

Jul 26, 2017
Charles K. Chui, Hrushikesh N. Mhaskar


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Deep nets for local manifold learning

Jul 24, 2016
Charles K. Chui, H. N. Mhaskar

* Submitted on Sept. 17, 2015 

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