Personality Analysis of Entrepreneurial Text for Entrepreneurship Education
Personality Analysis of Entrepreneurial Text for Entrepreneurship Education
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DOI：
10.1109/icnlp58431.2023.00047
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发表时间：
2023-03
期刊：
影响因子：
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通讯作者：
Akinori Ito;Kotaro Takeda;Shuichi Ishida
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文献类型：
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作者：
Akinori Ito;Kotaro Takeda;Shuichi Ishida
在本文中，我们使用自动人格特质估计模型对创业相关文本进行分析，以考察创业相关文本与其他文本的差异。我们收集了14名创业相关课程参与者的文本和来自不同领域的文本(其他课程的印象和Twitter上的推文)。接下来，我们使用BERT开发了一个人格估计模型，并使用Kaggle的MBTI语料库建立了一个前馈网络。通过分析，我们发现企业家相关文本与其他文本在判断-知觉维度上存在显著的人格差异。
In this paper, we analyzed entrepreneurship-related text using the automatic personality trait estimation model to investigate the difference between entrepreneurship-related and other texts. We collected texts from fourteen participants of entre-preneurship-related classes and texts from different domains (impressions of other courses and tweets from Twitter). Next, we developed a personality estimation model using BERT and a feedforward network using Kaggle’s MBTI corpus. As a result of the analysis, we found significant personality differences between the entrepreneur-related and other texts in the judgment-perception dimension.