Features gradient-based signals selection algorithm of linear complexity for convolutional neural networks

Recently, convolutional neural networks (CNNs) for classification by time domain data of multi-signals have been developed. Although some signals are important for correct classification, others are not. The calculation, memory, and data collection costs increase when data that include unimportant s...

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Bibliographic Details

Published in:	AIMS mathematics Vol. 9; no. 1; pp. 792 - 817
Main Authors:	Omae, Yuto, Sakai, Yusuke, Takahashi, Hirotaka
Format:	Journal Article
Language:	English
Published:	AIMS Press 01.01.2024
Subjects:	convolutional neural network signal importance signal selection algorithm time-directional grad-cam
ISSN:	2473-6988, 2473-6988
Online Access:	Get full text
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