论文标题
发现人格类型之间的亲和力关系
Discovering Affinity Relationships between Personality Types
论文作者
论文摘要
心理学研究结果表明，个性与友谊特征的差异有关，某些人格特征与语言行为相关。在本文中，我们调查了个性可能对亲和力形成产生的影响。为此，我们从社交媒体互动中得出了亲和力关系，根据语言使用来研究人格，以发现亲和力关系的情感稳定性，并在人格类型水平上衡量语义相似性，以了解亲和力发展背后的逻辑。具体来说，我们使用公开可用的数据集进行了广泛的实验，其中包含有关使用Myers-Briggs个性类型自我识别的个人的信息。我们的结果确定了某些有影响力的人格类型，这些类型对亲和力关系更大，并表明可以从自发性语言中预测性格，而F-1得分高于0.76。提出了未来的研究途径。
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.
