AI-based Analysis on Relationship between Genes and Personality

Masayuki Kanazawa
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Abstract

AI can be applied in various ways to the measurement of personality in psychology. Measuring the impact of a single gene on personality can be handled by AI technologies, at least technically, i.e., using supervised learning models of machine learning. The ABO blood type is a relatively easy biological marker to examine; therefore, people in many countries know their type, and its impact on the relationship with personality has been the subject of a large amount of research. In this study, we selected the ABO blood type as the target gene, examined its association with personality, and cross-checked the results with previous works. Two scales were used to measure personality: a) blood type personality traits extracted from previous studies, and b) the TIPI-J, a simplified version of the Big Five personality test. In the former, the AI was able to predict the respondents’ blood types with a higher probability than chance, while in the latter, the accuracy was within the range of chance. These obtained results were also discussed.
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基于人工智能的基因与人格关系分析
人工智能可以以各种方式应用于心理学中的人格测量。衡量单个基因对个性的影响可以通过人工智能技术来处理,至少在技术上是这样,即使用机器学习的监督学习模型。ABO血型是一种比较容易检测的生物标志物;因此,许多国家的人都知道自己的性格类型,而性格类型对性格的影响一直是大量研究的主题。在本研究中,我们选择ABO血型作为靶基因,考察其与人格的相关性,并与前人的研究结果进行交叉核对。两种量表被用来测量性格:a)从以前的研究中提取的血型性格特征,b) TIPI-J,一个简化版的大五人格测试。在前者中,人工智能预测受访者血型的概率高于偶然性,而在后者中,准确率在偶然性范围内。并对所得结果进行了讨论。
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