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Research on Language and Cultural Elements and Cultural Confidence of Chinese Literary Works in Southeast Asia in the Internet Era

Ting Shao

Ting Shao

  • Shangqiu Normal UniversityShangqiu, China
  • De La Salle UniversityManila, Philippines
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Shao, Ting
  
24 mar 2025
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Pubblicato online: 24 mar 2025
Ricevuto: 03 nov 2024
Accettato: 12 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0709
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© 2025 Ting Shao, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

Structure of RoBERTa-BiLSTM-Attention affection analysis model
Structure of RoBERTa-BiLSTM-Attention affection analysis model

Figure 2.

Dropout workflow diagram
Dropout workflow diagram

Keyword clustering results

Cluster 1 Cluster 2 Cluster 3 Cluster 4 Cluster 5 Cluster 6
Qu Yuan Mid-Autumn festival Chopsticks Great Wall Liang Shanbo & Zhu Yingtai Wuxia
Confucius Dragon Boat Festival China Forbidden city Chang’e flies to the moon Jianghu
Li Bai Qingming festival Incense burner Terracotta warriors Nuwa mends the sky Bamboo forest
Su Shi Spring festival Writing brush Yangtze river Hou Yi shoots the sun Kungfu
Yue Fei Double ninth festival Ink Yellow river Jing Wei fills the sea Swordsman
Li Qingzhao Cold food festival Tea set Jiangnan The legend of the white snake Revenge
Wang Bo Summer solstice Screen West Lake Kua Fu chases the sun Hero
Zhuge Liang Winter solstice Oil paper umbrella Ming Tomb Yu Gong moves the mountain Red dust
Liu Yuxi Autumn equinox Peony flower Tengwang Pavilion King Yu combats the flood Martial arts
Liu Yong Spring equinox Lotus flower Yueyang Tower Cangjie creates characters Chivalry

Descriptive statistics

Period Publication quantity Novel proportion Word quantity Effective word quantity Effective word proportion
1961-1970 7 0.429 55898 12074 0.216
1971-1980 12 0.417 589059 129004 0.219
1981-1990 22 0.545 648918 142113 0.219
1991-2000 48 0.521 805036 177108 0.220
2001-2010 67 0.597 944736 207842 0.220
2011-2020 129 0.651 3860471 853164 0.221

Theme-affection tendency statistics

Theme Affection tendency Word quantity Proportion Theme Affection tendency Word quantity Proportion
1 Positive 2467 80% 2 Positive 2136 74%
Neutral 432 14% Neutral 577 20%
Negative 185 6% Negative 173 6%
3 Positive 1792 67% 4 Positive 2113 83%
Neutral 696 26% Neutral 331 13%
Negative 187 7% Negative 102 4%
5 Positive 1669 72% 6 Positive 2449 88%
Neutral 371 16% Neutral 250 9%
Negative 278 12% Negative 84 3%

Common word matrix (part)

Qu Yuan Great Wall Confucius China Yangtze river Liang Shanbo & Zhu Yingtai Wuxia Martial arts Mid-Autumn festival Swordsman
Qu Yuan 0 154 130 118 118 102 89 112 51 83
Great Wall 154 0 124 102 113 86 106 45 82 80
Confucius 130 124 0 98 105 111 86 103 83 77
China 118 102 98 0 91 108 88 96 88 77
Yangtze river 118 113 105 91 0 99 75 92 71 76
Liang Shanbo & Zhu Yingtai 102 86 111 108 99 0 85 102 81 75
Wuxia 89 106 86 88 75 85 0 73 74 63
Martial arts 112 95 103 96 92 102 73 0 76 63
Mid-Autumn festival 90 82 83 88 71 81 74 76 0 38
Swordsman 83 80 77 77 76 75 63 63 38 0

Keywords with high TF-IDF value (part)

1961-1970 1971-1980 1981-1990
Keyword TF-IDF Keyword TF-IDF Keyword TF-IDF
China 8.214 Qu Yuan 16.815 Qu Yuan 27.405
Qu Yuan 7.082 China 15.393 China 22.183
Great Wall 5.038 Great Wall 12.852 Wuxia 21.035
Yangtze river 5.026 Forbidden city 12.787 Martial arts 20.788
Chopsticks 5.021 Wuxia 12.411 Great Wall 20.287
Chang’e flies to the moon 4.869 Yangtze river 9.223 Forbidden city 13.695
Wuxia 2.918 Jiangnan 7.889 Chopsticks 13.526
Jiangnan 2.471 Chopsticks 7.303 Jiangnan 11.246
West Lake 1.886 Liang Shanbo & Zhu Yingtai 5.905 Jianghu 10.188
Jianghu 1.062 Tea set 5.199 Bamboo forest 10.144
1991-2000 2001-2010 2011-2020
Keyword TF-IDF Keyword TF-IDF Keyword TF-IDF
China 56.962 Qu Yuan 88.031 China 127.756
Qu Yuan 52.219 China 81.279 Qu Yuan 112.581
Wuxia 52.182 Jiangnan 71.965 Jiangnan 101.934
Tea set 47.655 Chopsticks 56.731 Great Wall 99.649
Great Wall 46.462 Li Bai 37.775 Tea set 89.415
Jianghu 29.361 Wuxia 34.832 Chopsticks 77.067
Jiangnan 29.306 Great Wall 29.216 Su Shi 75.014
Chopsticks 21.615 Incense burner 20.135 Wuxia 69.278
Chang’e flies to the moon 20.158 Forbidden city 19.718 Jianghu 65.818
Yangtze river 15.853 Martial arts 13.164 Peony flower 29.465
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