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Correlation Analysis Between Japanese Literature and Psychotherapy Based on Diagnostic Equation Algorithm
Literary therapy theory provides a new field for contemporary literature research and is of great significance for maintaining the physical and mental health of modern people. The quantitative evaluation of psychotherapy effects in Japanese healing literature is a hot research topic at present. In t...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9190781/ https://www.ncbi.nlm.nih.gov/pubmed/35707672 http://dx.doi.org/10.3389/fpsyg.2022.906952 |
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author | Shen, Jun Jiang, Leping |
author_facet | Shen, Jun Jiang, Leping |
author_sort | Shen, Jun |
collection | PubMed |
description | Literary therapy theory provides a new field for contemporary literature research and is of great significance for maintaining the physical and mental health of modern people. The quantitative evaluation of psychotherapy effects in Japanese healing literature is a hot research topic at present. In this study, a text convolutional neural network (Text-CNN) was selected to extract psychological therapy features with different levels of granularity by using multiple convolutional kernels of different sizes. Bidirectional threshold regression neural network (BiGRU) can characterize the relationship between literature research and the psychotherapy effect. On the basis of the CNN-BilSTM model, a parallel hybrid network integrated with the attention mechanism was constructed to analyze the correlation between literature and psychotherapy. Through experimental verification, the model in this study further improves the accuracy of correlation classification and has strong adaptability. |
format | Online Article Text |
id | pubmed-9190781 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91907812022-06-14 Correlation Analysis Between Japanese Literature and Psychotherapy Based on Diagnostic Equation Algorithm Shen, Jun Jiang, Leping Front Psychol Psychology Literary therapy theory provides a new field for contemporary literature research and is of great significance for maintaining the physical and mental health of modern people. The quantitative evaluation of psychotherapy effects in Japanese healing literature is a hot research topic at present. In this study, a text convolutional neural network (Text-CNN) was selected to extract psychological therapy features with different levels of granularity by using multiple convolutional kernels of different sizes. Bidirectional threshold regression neural network (BiGRU) can characterize the relationship between literature research and the psychotherapy effect. On the basis of the CNN-BilSTM model, a parallel hybrid network integrated with the attention mechanism was constructed to analyze the correlation between literature and psychotherapy. Through experimental verification, the model in this study further improves the accuracy of correlation classification and has strong adaptability. Frontiers Media S.A. 2022-05-30 /pmc/articles/PMC9190781/ /pubmed/35707672 http://dx.doi.org/10.3389/fpsyg.2022.906952 Text en Copyright © 2022 Shen and Jiang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Shen, Jun Jiang, Leping Correlation Analysis Between Japanese Literature and Psychotherapy Based on Diagnostic Equation Algorithm |
title | Correlation Analysis Between Japanese Literature and Psychotherapy Based on Diagnostic Equation Algorithm |
title_full | Correlation Analysis Between Japanese Literature and Psychotherapy Based on Diagnostic Equation Algorithm |
title_fullStr | Correlation Analysis Between Japanese Literature and Psychotherapy Based on Diagnostic Equation Algorithm |
title_full_unstemmed | Correlation Analysis Between Japanese Literature and Psychotherapy Based on Diagnostic Equation Algorithm |
title_short | Correlation Analysis Between Japanese Literature and Psychotherapy Based on Diagnostic Equation Algorithm |
title_sort | correlation analysis between japanese literature and psychotherapy based on diagnostic equation algorithm |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9190781/ https://www.ncbi.nlm.nih.gov/pubmed/35707672 http://dx.doi.org/10.3389/fpsyg.2022.906952 |
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