Analysis of Audience Evaluations Based on Word2Vec and LDA Topic Modeling

This research aims to delve deeply into the audience reception of the Chinese original web animation “Yao-Chinese Folktales”, and to uncover the core topics explored in the work as well as the primary concerns of the viewers by analyzing audience comment data. Employing the LDA-Word2Vec topic modeling method, this study conducted an excavation and analysis of audience comment data, effectively obtaining topic vectors that encompass contextual semantic information. The research findings indicate that the core topics of concern for the audience can be summarized into seven main categories:”enthusiastic support and praise”, “exploration of demon and Journey to the West elements”,”heroic sentiment and nostalgia”, etc. Notably, the first episode, “A Little Demon's Summer”, has become a focal point of discussion due to its compact and captivating plot, vivid character portrayal, and profound real-world implications.

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Publication Details

Published
2024-10-18
DOI
https://doi.org/10.1109/icmlca63499.2024.10754084
Primary Topic
Computational and Text Analysis Methods
Type
article
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article

Analysis of Audience Evaluations Based on Word2Vec and LDA Topic Modeling

Meili Zhu, Qingqing Wang
Computational and Text Analysis Methods
article

Analysis of Audience Evaluations Based on Word2Vec and LDA Topic Modeling

Meili Zhu, Qingqing Wang
article en

Abstract

This research aims to delve deeply into the audience reception of the Chinese original web animation “Yao-Chinese Folktales”, and to uncover the core topics explored in the work as well as the primary concerns of the viewers by analyzing audience comment data. Employing the LDA-Word2Vec topic modeling method, this study conducted an excavation and analysis of audience comment data, effectively obtaining topic vectors that encompass contextual semantic information. The research findings indicate that the core topics of concern for the audience can be summarized into seven main categories:”enthusiastic support and praise”, “exploration of demon and Journey to the West elements”,”heroic sentiment and nostalgia”, etc. Notably, the first episode, “A Little Demon's Summer”, has become a focal point of discussion due to its compact and captivating plot, vivid character portrayal, and profound real-world implications.

Openalex Percentile: Top 64%
Computational and Text Analysis Methods
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