发现人格类型之间的亲和力关系
Discovering Affinity Relationships between Personality Types
摘要：
心理学研究结果表明，个性与友谊特征的差异有关，某些个性特征与语言行为有关。在本文中，我们调查的影响，人格可能有亲和力的形成。为此，我们从社交媒体互动中获得亲和关系，基于语言使用来检查个性以发现亲和关系的情感稳定性，并在个性类型水平上测量语义相似性以了解亲和关系发展背后的逻辑。具体来说，我们使用一个公开的数据集进行了广泛的实验，该数据集包含了自我认同为迈尔斯-布里格斯人格类型的个人的信息。我们的研究结果确定了某些有影响力的性格类型，这些类型对亲和力关系的影响更大，并且表明可以通过自发语言预测性格，F-1得分高于0.76。提出了今后的研究方向。
英文摘要：
Psychology research findings suggest that personality is related to differences in friendship characteristics and that some personality traits correlate with linguistic behavior. In this paper, we investigate the influence that personality may have on affinity formation. To this end, we derive affinity relationships from social media interactions, examine personality based on language use to discover the emotional stability of affinity relationships, and measure semantic similarity at the personality type level to understand the logic behind the development of affinity. Specifically, we conduct extensive experiments using a publicly available dataset containing information on individuals who self-identified with a Myers-Briggs personality type. Our results identify certain influential personality types that weigh more heavily on affinity relationships and show that personality can be predicted from spontaneous language with an F-1 score superior to 0.76. Future research avenues are proposed.
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