Comparing the Performance Characteristics and Commonalities of Chinese Modern and Contemporary Literature in Different Cultural Contexts by Combining Text Mining Techniques

This paper first investigates the expressive features and developmental commonalities of Chinese modern and contemporary literary works, explains the paradoxical nature, and there are dilemmas in the expressive features by reviewing the data, and proposes the nationalized literary model and the cosm...

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Main Author: Zhang Xianghui
Format: Article
Language:English
Published: Sciendo 2024-01-01
Series:Applied Mathematics and Nonlinear Sciences
Subjects:
Online Access:https://doi.org/10.2478/amns.2023.2.00701
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author Zhang Xianghui
author_facet Zhang Xianghui
author_sort Zhang Xianghui
collection DOAJ
description This paper first investigates the expressive features and developmental commonalities of Chinese modern and contemporary literary works, explains the paradoxical nature, and there are dilemmas in the expressive features by reviewing the data, and proposes the nationalized literary model and the cosmopolitan literary model, aiming to promote the development of Chinese modern and contemporary literature. Then, based on text mining techniques, atomic cuts are performed in the lowest fifth layer using Hidden Markov Models, and rough Chinese word splitting is performed using the n-shortest path method to find out the most likely n ambiguous word splitting results and text clustering analysis based on HMM-LDA topic models is performed on top of the splitting results. The results show that the HMM-LDA text recognition model is more accurate than the HMM text recognition model in terms of recall and accuracy of entity recognition in five categories of Chinese modern and contemporary literature: poetry, prose, drama, novel, and picture. Through this study, people gain a deeper understanding of modern and contemporary literature, gain some insight, and establish a foundation for promoting modern and contemporary literature.
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spelling doaj.art-92759d5cfbd7405aa2e408b9f2ed29f12024-01-29T08:52:35ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562024-01-019110.2478/amns.2023.2.00701Comparing the Performance Characteristics and Commonalities of Chinese Modern and Contemporary Literature in Different Cultural Contexts by Combining Text Mining TechniquesZhang Xianghui01Henan Economic and Trade Vocational College, Zhengzhou, Henan, 454500, China.This paper first investigates the expressive features and developmental commonalities of Chinese modern and contemporary literary works, explains the paradoxical nature, and there are dilemmas in the expressive features by reviewing the data, and proposes the nationalized literary model and the cosmopolitan literary model, aiming to promote the development of Chinese modern and contemporary literature. Then, based on text mining techniques, atomic cuts are performed in the lowest fifth layer using Hidden Markov Models, and rough Chinese word splitting is performed using the n-shortest path method to find out the most likely n ambiguous word splitting results and text clustering analysis based on HMM-LDA topic models is performed on top of the splitting results. The results show that the HMM-LDA text recognition model is more accurate than the HMM text recognition model in terms of recall and accuracy of entity recognition in five categories of Chinese modern and contemporary literature: poetry, prose, drama, novel, and picture. Through this study, people gain a deeper understanding of modern and contemporary literature, gain some insight, and establish a foundation for promoting modern and contemporary literature.https://doi.org/10.2478/amns.2023.2.00701hmm-ldahidden markov modeltext mining techniquesand contemporary chinese literature are all related to hmm-lda01a13
spellingShingle Zhang Xianghui
Comparing the Performance Characteristics and Commonalities of Chinese Modern and Contemporary Literature in Different Cultural Contexts by Combining Text Mining Techniques
Applied Mathematics and Nonlinear Sciences
hmm-lda
hidden markov model
text mining techniques
and contemporary chinese literature are all related to hmm-lda
01a13
title Comparing the Performance Characteristics and Commonalities of Chinese Modern and Contemporary Literature in Different Cultural Contexts by Combining Text Mining Techniques
title_full Comparing the Performance Characteristics and Commonalities of Chinese Modern and Contemporary Literature in Different Cultural Contexts by Combining Text Mining Techniques
title_fullStr Comparing the Performance Characteristics and Commonalities of Chinese Modern and Contemporary Literature in Different Cultural Contexts by Combining Text Mining Techniques
title_full_unstemmed Comparing the Performance Characteristics and Commonalities of Chinese Modern and Contemporary Literature in Different Cultural Contexts by Combining Text Mining Techniques
title_short Comparing the Performance Characteristics and Commonalities of Chinese Modern and Contemporary Literature in Different Cultural Contexts by Combining Text Mining Techniques
title_sort comparing the performance characteristics and commonalities of chinese modern and contemporary literature in different cultural contexts by combining text mining techniques
topic hmm-lda
hidden markov model
text mining techniques
and contemporary chinese literature are all related to hmm-lda
01a13
url https://doi.org/10.2478/amns.2023.2.00701
work_keys_str_mv AT zhangxianghui comparingtheperformancecharacteristicsandcommonalitiesofchinesemodernandcontemporaryliteratureindifferentculturalcontextsbycombiningtextminingtechniques