A Study on Second Language Academic Writing Anxiety of Chinese Students Studying in Japan
Anxiety is an important factor that affects the academic writing process and the quality of writing. In this paper, we first study the principle of emotional processing of EEG signals and discuss the pre-processing, feature extraction and emotional recognition of EEG signals. Then the signal feature...
Main Author: | |
---|---|
Format: | Article |
Language: | English |
Published: |
Sciendo
2024-01-01
|
Series: | Applied Mathematics and Nonlinear Sciences |
Subjects: | |
Online Access: | https://doi.org/10.2478/amns.2023.2.00576 |
_version_ | 1797340752663019520 |
---|---|
author | Tian Jiayue |
author_facet | Tian Jiayue |
author_sort | Tian Jiayue |
collection | DOAJ |
description | Anxiety is an important factor that affects the academic writing process and the quality of writing. In this paper, we first study the principle of emotional processing of EEG signals and discuss the pre-processing, feature extraction and emotional recognition of EEG signals. Then the signal features are extracted based on the EEG features of Daubechies wavelets, and the Mallat algorithm is improved by using the half-wavelet packet algorithm. The improved Mallat algorithm is then used to perform data downscaling of the resulting feature dimensions to achieve classification operations and feature selection. Finally, the model was used to assess the second language academic writing anxiety of college students in Japan, and the levels of second language academic writing anxiety of students in Japan with different levels of a second language, length of exposure to a second language, gender, and grade were analyzed. The mean score of academic writing anxiety was 68.04, and the overall level of academic writing anxiety among international students in Japan was moderate. The mean anxiety level of international students with a Level 1 second language level was 2.9, the mean anxiety level of international students with a Level 2 second language level was 3.07, and the mean anxiety level of international students with a Level 5 fifth language level was 3.15. The lower the second language level, the higher the anxiety level. This study provides insight and references for improving the academic writing skills of international students. |
first_indexed | 2024-03-08T10:07:52Z |
format | Article |
id | doaj.art-9034bc557cae4f2496f1c16b05d70e09 |
institution | Directory Open Access Journal |
issn | 2444-8656 |
language | English |
last_indexed | 2024-03-08T10:07:52Z |
publishDate | 2024-01-01 |
publisher | Sciendo |
record_format | Article |
series | Applied Mathematics and Nonlinear Sciences |
spelling | doaj.art-9034bc557cae4f2496f1c16b05d70e092024-01-29T08:52:34ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562024-01-019110.2478/amns.2023.2.00576A Study on Second Language Academic Writing Anxiety of Chinese Students Studying in JapanTian Jiayue01School of Japanese Culture and Economy, Xi’an International Studies University, Xi’an, Shaanxi, 710128, China.Anxiety is an important factor that affects the academic writing process and the quality of writing. In this paper, we first study the principle of emotional processing of EEG signals and discuss the pre-processing, feature extraction and emotional recognition of EEG signals. Then the signal features are extracted based on the EEG features of Daubechies wavelets, and the Mallat algorithm is improved by using the half-wavelet packet algorithm. The improved Mallat algorithm is then used to perform data downscaling of the resulting feature dimensions to achieve classification operations and feature selection. Finally, the model was used to assess the second language academic writing anxiety of college students in Japan, and the levels of second language academic writing anxiety of students in Japan with different levels of a second language, length of exposure to a second language, gender, and grade were analyzed. The mean score of academic writing anxiety was 68.04, and the overall level of academic writing anxiety among international students in Japan was moderate. The mean anxiety level of international students with a Level 1 second language level was 2.9, the mean anxiety level of international students with a Level 2 second language level was 3.07, and the mean anxiety level of international students with a Level 5 fifth language level was 3.15. The lower the second language level, the higher the anxiety level. This study provides insight and references for improving the academic writing skills of international students.https://doi.org/10.2478/amns.2023.2.00576daubechies waveletmallat algorithmemotion recognitioneeg featureswriting anxiety97q70 |
spellingShingle | Tian Jiayue A Study on Second Language Academic Writing Anxiety of Chinese Students Studying in Japan Applied Mathematics and Nonlinear Sciences daubechies wavelet mallat algorithm emotion recognition eeg features writing anxiety 97q70 |
title | A Study on Second Language Academic Writing Anxiety of Chinese Students Studying in Japan |
title_full | A Study on Second Language Academic Writing Anxiety of Chinese Students Studying in Japan |
title_fullStr | A Study on Second Language Academic Writing Anxiety of Chinese Students Studying in Japan |
title_full_unstemmed | A Study on Second Language Academic Writing Anxiety of Chinese Students Studying in Japan |
title_short | A Study on Second Language Academic Writing Anxiety of Chinese Students Studying in Japan |
title_sort | study on second language academic writing anxiety of chinese students studying in japan |
topic | daubechies wavelet mallat algorithm emotion recognition eeg features writing anxiety 97q70 |
url | https://doi.org/10.2478/amns.2023.2.00576 |
work_keys_str_mv | AT tianjiayue astudyonsecondlanguageacademicwritinganxietyofchinesestudentsstudyinginjapan AT tianjiayue studyonsecondlanguageacademicwritinganxietyofchinesestudentsstudyinginjapan |