Application of Image Segmentation Algorithm Based on Partial Differential Equation in Legal Case Text Classification

As a means of regulating people’s code of conduct, law has a close relationship with text, and text data has been growing exponentially. Managing and classifying huge text data have become a huge challenge. The PDES image segmentation algorithm is an effective natural language processing method for...

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Main Author: Jingliang Sun
Format: Article
Language:English
Published: Wiley 2021-01-01
Series:Advances in Mathematical Physics
Online Access:http://dx.doi.org/10.1155/2021/4062200
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author Jingliang Sun
author_facet Jingliang Sun
author_sort Jingliang Sun
collection DOAJ
description As a means of regulating people’s code of conduct, law has a close relationship with text, and text data has been growing exponentially. Managing and classifying huge text data have become a huge challenge. The PDES image segmentation algorithm is an effective natural language processing method for text classification management. Based on the study of image segmentation algorithm and legal case text classification theory, an image segmentation model based on partial differential equation is proposed, in which diffusion indirectly acts on level set function through auxiliary function. The software architecture of image segmentation algorithm text classification system is proposed by using computer technology and three-layer architecture model, which can improve the classification ability of text classification algorithm. The validity of pDE image segmentation model is verified by experiments. The experimental results show that the model completes the legal case text classification, the performance of each functional module of the legal case text classification system is good, and the efficiency and quality of the legal case text classification are improved.
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spelling doaj-art-07cee36728c0476cac7dcfdaa5b83fe42025-08-20T03:55:28ZengWileyAdvances in Mathematical Physics1687-91201687-91392021-01-01202110.1155/2021/40622004062200Application of Image Segmentation Algorithm Based on Partial Differential Equation in Legal Case Text ClassificationJingliang Sun0Law School, Xuchang University, Xuchang, Henan 461000, ChinaAs a means of regulating people’s code of conduct, law has a close relationship with text, and text data has been growing exponentially. Managing and classifying huge text data have become a huge challenge. The PDES image segmentation algorithm is an effective natural language processing method for text classification management. Based on the study of image segmentation algorithm and legal case text classification theory, an image segmentation model based on partial differential equation is proposed, in which diffusion indirectly acts on level set function through auxiliary function. The software architecture of image segmentation algorithm text classification system is proposed by using computer technology and three-layer architecture model, which can improve the classification ability of text classification algorithm. The validity of pDE image segmentation model is verified by experiments. The experimental results show that the model completes the legal case text classification, the performance of each functional module of the legal case text classification system is good, and the efficiency and quality of the legal case text classification are improved.http://dx.doi.org/10.1155/2021/4062200
spellingShingle Jingliang Sun
Application of Image Segmentation Algorithm Based on Partial Differential Equation in Legal Case Text Classification
Advances in Mathematical Physics
title Application of Image Segmentation Algorithm Based on Partial Differential Equation in Legal Case Text Classification
title_full Application of Image Segmentation Algorithm Based on Partial Differential Equation in Legal Case Text Classification
title_fullStr Application of Image Segmentation Algorithm Based on Partial Differential Equation in Legal Case Text Classification
title_full_unstemmed Application of Image Segmentation Algorithm Based on Partial Differential Equation in Legal Case Text Classification
title_short Application of Image Segmentation Algorithm Based on Partial Differential Equation in Legal Case Text Classification
title_sort application of image segmentation algorithm based on partial differential equation in legal case text classification
url http://dx.doi.org/10.1155/2021/4062200
work_keys_str_mv AT jingliangsun applicationofimagesegmentationalgorithmbasedonpartialdifferentialequationinlegalcasetextclassification