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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Main Author: Wu Yanan
Format: Article
Language:English
Published: Sciendo 2024-01-01
Series:Applied Mathematics and Nonlinear Sciences
Subjects:
Online Access:https://doi.org/10.2478/amns.2023.2.01089
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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.
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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