The Construction of Digital Tax Collection Model Based on Knowledge Graph Empowered by IoT Technology
In this paper, we model the knowledge graph by constructing the new mechanism of tax collection and administration under the empowerment of IoT technology and give the knowledge subgraph and operation of the new mechanism of tax collection and administration. For the knowledge element extraction of...
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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.2023.2.01089 |
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author | Wu Yanan |
author_facet | Wu Yanan |
author_sort | Wu Yanan |
collection | DOAJ |
description | In this paper, we model the knowledge graph by constructing the new mechanism of tax collection and administration under the empowerment of IoT technology and give the knowledge subgraph and operation of the new mechanism of tax collection and administration. For the knowledge element extraction of the new mechanism of tax collection and administration, a dual-attention mechanism knowledge extraction model is constructed based on TransH coding and sentence feature attention model. Experiments on knowledge element extraction of the new mechanism of tax collection and administration are conducted for the model constructed in this paper. The results show that the model in this paper improves by 12.32%, 14.95% and 13.38% in accuracy, recall and F1 value, respectively, compared with the BiLSTM-CRF model. The model employed in this paper is effective in extracting the knowledge elements of the new tax collection and administration mechanism constructed based on the knowledge graph. |
first_indexed | 2024-03-08T10:05:37Z |
format | Article |
id | doaj.art-4bd53fcfeceb42a6991acdb2b5370d8c |
institution | Directory Open Access Journal |
issn | 2444-8656 |
language | English |
last_indexed | 2024-03-08T10:05:37Z |
publishDate | 2024-01-01 |
publisher | Sciendo |
record_format | Article |
series | Applied Mathematics and Nonlinear Sciences |
spelling | doaj.art-4bd53fcfeceb42a6991acdb2b5370d8c2024-01-29T08:52:39ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562024-01-019110.2478/amns.2023.2.01089The Construction of Digital Tax Collection Model Based on Knowledge Graph Empowered by IoT TechnologyWu Yanan01Beijing Polytechnic, Beijing, 100176, China.In this paper, we model the knowledge graph by constructing the new mechanism of tax collection and administration under the empowerment of IoT technology and give the knowledge subgraph and operation of the new mechanism of tax collection and administration. For the knowledge element extraction of the new mechanism of tax collection and administration, a dual-attention mechanism knowledge extraction model is constructed based on TransH coding and sentence feature attention model. Experiments on knowledge element extraction of the new mechanism of tax collection and administration are conducted for the model constructed in this paper. The results show that the model in this paper improves by 12.32%, 14.95% and 13.38% in accuracy, recall and F1 value, respectively, compared with the BiLSTM-CRF model. The model employed in this paper is effective in extracting the knowledge elements of the new tax collection and administration mechanism constructed based on the knowledge graph.https://doi.org/10.2478/amns.2023.2.01089tax collectionknowledge graphtransh codingsentence featuresattention model68t05 |
spellingShingle | Wu Yanan The Construction of Digital Tax Collection Model Based on Knowledge Graph Empowered by IoT Technology Applied Mathematics and Nonlinear Sciences tax collection knowledge graph transh coding sentence features attention model 68t05 |
title | The Construction of Digital Tax Collection Model Based on Knowledge Graph Empowered by IoT Technology |
title_full | The Construction of Digital Tax Collection Model Based on Knowledge Graph Empowered by IoT Technology |
title_fullStr | The Construction of Digital Tax Collection Model Based on Knowledge Graph Empowered by IoT Technology |
title_full_unstemmed | The Construction of Digital Tax Collection Model Based on Knowledge Graph Empowered by IoT Technology |
title_short | The Construction of Digital Tax Collection Model Based on Knowledge Graph Empowered by IoT Technology |
title_sort | construction of digital tax collection model based on knowledge graph empowered by iot technology |
topic | tax collection knowledge graph transh coding sentence features attention model 68t05 |
url | https://doi.org/10.2478/amns.2023.2.01089 |
work_keys_str_mv | AT wuyanan theconstructionofdigitaltaxcollectionmodelbasedonknowledgegraphempoweredbyiottechnology AT wuyanan constructionofdigitaltaxcollectionmodelbasedonknowledgegraphempoweredbyiottechnology |