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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Format: | Article |
Language: | English |
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Sciendo
2024-01-01
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Series: | Applied Mathematics and Nonlinear Sciences |
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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. |
first_indexed | 2024-03-08T10:06:36Z |
format | Article |
id | doaj.art-5039b2fa17cf4e75a72d5eedb98538c2 |
institution | Directory Open Access Journal |
issn | 2444-8656 |
language | English |
last_indexed | 2024-03-08T10:06:36Z |
publishDate | 2024-01-01 |
publisher | Sciendo |
record_format | Article |
series | Applied Mathematics and Nonlinear Sciences |
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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