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Personality types revisited–a literature-informed and data-driven approach to an integration of prototypical and dimensional constructs of personality description

机译:人格类型重新审视 - 一种信息的信息和数据驱动的方法,可以集成人格描述的原型和尺寸构建

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A new algorithmic approach to personality prototyping based on Big Five traits was applied to a large representative and longitudinal German dataset (N = 22,820) including behavior, personality and health correlates. We applied three different clustering techniques, latent profile analysis, the k-means method and spectral clustering algorithms. The resulting cluster centers, i.e. the personality prototypes, were evaluated using a large number of internal and external validity criteria including health, locus of control, self-esteem, impulsivity, risk-taking and wellbeing. The best-fitting prototypical personality profiles were labeled according to their Euclidean distances to averaged personality type profiles identified in a review of previous studies on personality types. This procedure yielded a five-cluster solution: resilient, overcontroller, undercontroller, reserved and vulnerable-resilient. Reliability and construct validity could be confirmed. We discuss wether personality types could comprise a bridge between personality and clinical psychology as well as between developmental psychology and resilience research.
机译:基于大五个特征的个性原型化的新算法方法应用于大型代表性和纵向德国数据集(N = 22,820),包括行为,人格和健康相关。我们应用了三种不同的聚类技术,潜在的简档分析,K均值方法和光谱聚类算法。由此产生的群集中心,即人格原型,使用大量内部和外部有效性标准进行评估,包括健康,控制权,自尊,冲动,风险和幸福。根据其欧几里德距离标记最佳拟合原型个性型材,以平均人格型概况,所述人格型概况在对以前的人格类型研究中进行了审查。此过程产生了一个五簇解决方案:弹性,过度控制器,upercontroller,保留和易受攻击的弹性。可以确认可靠性和构建有效性。我们讨论Wetherality类型可以包括人格和临床心理学之间的桥梁以及发展心理学和恢复力研究。

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