The Causes, Connotation and Contemporary Value of Yan’an Spirit under the Construction of Digital Cognitive Mapping

This paper develops a cognitive map of the Yan’an spirit that is based on the performance characteristics of the Yan’an spirit. An entity boundary perception model based on multi-task learning is proposed, and the traditional named entity recognition task is decomposed into entity boundary perceptio...

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Main Authors: Zhang Yue, Wang Miao
Format: Article
Language:English
Published: Sciendo 2024-01-01
Series:Applied Mathematics and Nonlinear Sciences
Subjects:
Online Access:https://doi.org/10.2478/amns.2023.2.00993
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author Zhang Yue
Wang Miao
author_facet Zhang Yue
Wang Miao
author_sort Zhang Yue
collection DOAJ
description This paper develops a cognitive map of the Yan’an spirit that is based on the performance characteristics of the Yan’an spirit. An entity boundary perception model based on multi-task learning is proposed, and the traditional named entity recognition task is decomposed into entity boundary perception and entity classification, which completes the entity recognition based on MTBA-NER. The entity-oriented relationship extraction is based on the Bi-LSTM network to classify the expression of features, and the softmax function is used to extract the classification results. The political value has always been the value of Yan’an spirit, which has a value of 0.274 today, while the economic value, cultural value and educational value have a value of 0.322, 0.367 and 0.245, respectively. The analysis of the connotation of the Yan’an spirit based on cognitive mapping can help reflect and promote its value in contemporary times.
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spelling doaj.art-5039b2fa17cf4e75a72d5eedb98538c22024-01-29T08:52:38ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562024-01-019110.2478/amns.2023.2.00993The Causes, Connotation and Contemporary Value of Yan’an Spirit under the Construction of Digital Cognitive MappingZhang Yue0Wang Miao11School of Marxism, Xianyang Vocational and Technical College, Xi’an, Shaanxi, 712000, China.2School of Information Engineering, Xianyang Vocational and Technical College, Xi’an, Shaanxi, 712000, China.This paper develops a cognitive map of the Yan’an spirit that is based on the performance characteristics of the Yan’an spirit. An entity boundary perception model based on multi-task learning is proposed, and the traditional named entity recognition task is decomposed into entity boundary perception and entity classification, which completes the entity recognition based on MTBA-NER. The entity-oriented relationship extraction is based on the Bi-LSTM network to classify the expression of features, and the softmax function is used to extract the classification results. The political value has always been the value of Yan’an spirit, which has a value of 0.274 today, while the economic value, cultural value and educational value have a value of 0.322, 0.367 and 0.245, respectively. The analysis of the connotation of the Yan’an spirit based on cognitive mapping can help reflect and promote its value in contemporary times.https://doi.org/10.2478/amns.2023.2.00993cognitive mappingmtba-nerbi-lstm networkyan’an spiritvalue embodiment97d60
spellingShingle Zhang Yue
Wang Miao
The Causes, Connotation and Contemporary Value of Yan’an Spirit under the Construction of Digital Cognitive Mapping
Applied Mathematics and Nonlinear Sciences
cognitive mapping
mtba-ner
bi-lstm network
yan’an spirit
value embodiment
97d60
title The Causes, Connotation and Contemporary Value of Yan’an Spirit under the Construction of Digital Cognitive Mapping
title_full The Causes, Connotation and Contemporary Value of Yan’an Spirit under the Construction of Digital Cognitive Mapping
title_fullStr The Causes, Connotation and Contemporary Value of Yan’an Spirit under the Construction of Digital Cognitive Mapping
title_full_unstemmed The Causes, Connotation and Contemporary Value of Yan’an Spirit under the Construction of Digital Cognitive Mapping
title_short The Causes, Connotation and Contemporary Value of Yan’an Spirit under the Construction of Digital Cognitive Mapping
title_sort causes connotation and contemporary value of yan an spirit under the construction of digital cognitive mapping
topic cognitive mapping
mtba-ner
bi-lstm network
yan’an spirit
value embodiment
97d60
url https://doi.org/10.2478/amns.2023.2.00993
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