十万字中的个性：对博主个性与词汇使用的大规模分析
Personality in 100,000 Words: A large-scale analysis of personality and word use among bloggers.
作者信息
Yarkoni Tal
机构信息
University of Colorado at Boulder.
出版信息
J Res Pers. 2010 Jun 1;44(3):363-373. doi: 10.1016/j.jrp.2010.04.001.
Abstract
Previous studies have found systematic associations between personality and individual differences in word use. Such studies have typically focused on broad associations between major personality domains and aggregate word categories, potentially masking more specific associations. Here I report the results of a large-scale analysis of personality and word use in a large sample of blogs (N=694). The size of the dataset enabled pervasive correlations with personality to be identified for a broad range of lexical variables, including both aggregate word categories and individual English words. The results replicated category-level findings from previous offline studies, identified numerous novel associations at both a categorical and single-word level, and underscored the value of complementary approaches to the study of personality and word use.
摘要
以往的研究发现，人格与用词方面的个体差异之间存在系统性关联。此类研究通常聚焦于主要人格领域与总体词汇类别之间的广泛关联，这可能会掩盖更具体的关联。在此，我报告对大量博客样本（N = 694）中的人格与用词进行大规模分析的结果。数据集的规模使得能够针对广泛的词汇变量确定与人格的普遍相关性，这些变量包括总体词汇类别和单个英语单词。研究结果重现了以往线下研究在类别层面的发现，在类别和单字层面都识别出了许多新的关联，并强调了人格与用词研究中互补方法的价值。
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本文引用的文献
1
Big Correlations in Little Studies: Inflated fMRI Correlations Reflect Low Statistical Power-Commentary on Vul et al. (2009).小研究中的大关联：夸大的 fMRI 关联反映出低统计功效——述评 Vul 等人（2009 年）。
Perspect Psychol Sci. 2009 May;4(3):294-8. doi: 10.1111/j.1745-6924.2009.01127.x.
2
Facebook profiles reflect actual personality, not self-idealization.脸书个人资料反映的是真实个性，而非自我理想化。
Psychol Sci. 2010 Mar;21(3):372-4. doi: 10.1177/0956797609360756. Epub 2010 Jan 29.
3
Knowing me, knowing you: the accuracy and unique predictive validity of self-ratings and other-ratings of daily behavior.了解我，了解你：日常行为自我评定与他人评定的准确性及独特预测效度
J Pers Soc Psychol. 2008 Nov;95(5):1202-16. doi: 10.1037/a0013314.
4
Why most discovered true associations are inflated.为何大多数已发现的真实关联被夸大了。
Epidemiology. 2008 Sep;19(5):640-8. doi: 10.1097/EDE.0b013e31818131e7.
5
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6
The relations between personality and language use.个性与语言使用之间的关系。
J Gen Psychol. 2007 Oct;134(4):405-13. doi: 10.3200/GENP.134.4.405-414.
7
Contextual diversity, not word frequency, determines word-naming and lexical decision times.上下文多样性而非词频决定单词命名和词汇判断时间。
Psychol Sci. 2006 Sep;17(9):814-23. doi: 10.1111/j.1467-9280.2006.01787.x.
8
Personality in cyberspace: personal Web sites as media for personality expressions and impressions.网络空间中的个性：个人网站作为个性表达与印象形成的媒介
J Pers Soc Psychol. 2006 Jun;90(6):1014-31. doi: 10.1037/0022-3514.90.6.1014.
9
Personality in its natural habitat: manifestations and implicit folk theories of personality in daily life.自然情境下的人格：日常生活中人格的表现及内隐民间理论
J Pers Soc Psychol. 2006 May;90(5):862-77. doi: 10.1037/0022-3514.90.5.862.
10
A neurobehavioral model of affiliative bonding: implications for conceptualizing a human trait of affiliation.一种亲和关系的神经行为模型：对将人类亲和特质概念化的启示。
Behav Brain Sci. 2005 Jun;28(3):313-50; discussion 350-95. doi: 10.1017/S0140525X05000063.
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