Error Bounds for Approximations Using Multichannel Deep Convolutional Neural Networks with Downsampling

Deep learning with specific network topologies has been successfully applied in many fields. However, what is primarily called into question by people is its lack of theoretical foundation investigations, especially for structured neural networks. This paper theoretically studies the multichannel de...

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Bibliographic Details
Main Authors: Xinling Liu, Jingyao Hou
Format: Article
Language:English
Published: Hindawi Limited 2023-01-01
Series:Journal of Applied Mathematics
Online Access:http://dx.doi.org/10.1155/2023/8208424