State of the aRt personality research: A tutorial on network analysis of personality data in R

被引：627

作者：

Costantini, Giulio ^{[1
]}

Epskamp, Sacha ^{[2
]}

Borsboom, Denny ^{[2
]}

Perugini, Marco ^{[1
]}

Mottus, Rene ^{[3
,4
]}

Waldorp, Lourens J. ^{[2
]}

Cramer, Angelique O. J. ^{[2
]}

机构：

[1] Univ Milano Bicocca, Dept Psychol, I-20126 Milan, Italy

[2] Univ Amsterdam, Dept Psychol Methods, NL-1018 XA Amsterdam, Netherlands

[3] Univ Edinburgh, Dept Psychol, Edinburgh EH8 9JZ, Midlothian, Scotland

[4] Univ Tartu, Dept Psychol, EE-50409 Tartu, Estonia

来源：

JOURNAL OF RESEARCH IN PERSONALITY | 2015年 / 54卷

关键词：

Network analysis; Psychometrics; Latent variables; Centrality; Clustering; Personality traits; HEXACO; GRAPHICAL MODEL SELECTION; COVARIANCE ESTIMATION; WEIGHTED NETWORKS; COMPLEX NETWORKS; ADAPTIVE LASSO; CENTRALITY; TRAITS; ARCHITECTURE; ASSOCIATION; MULTIMETHOD;

D O I：

10.1016/j.jrp.2014.07.003

中图分类号：

B84 [心理学];

学科分类号：

04 ; 0402 ;

摘要：

Network analysis represents a novel theoretical approach to personality. Network approaches motivate alternative ways of analyzing data, and suggest new ways of modeling and simulating personality processes. In the present paper, we provide an overview of network analysis strategies as they apply to personality data. We discuss different ways to construct networks from typical personality data, show how to compute and interpret important measures of centrality and clustering, and illustrate how one can simulate on networks to mimic personality processes. All analyses are illustrated using a data set on the commonly used HEXACO questionnaire using elementary R-code that readers may easily adapt to apply to their own data. (C) 2014 Elsevier Inc. All rights reserved.

引用

页码：13 / 29

页数：17

共 50 条

[21] COGNITIVE THERAPY OF PERSONALITY-DISORDERS - THE STATE-OF-THE-ART
PRETZER, J
CLINICAL PSYCHOLOGY & PSYCHOTHERAPY, 1994, 1 (05) : 257 - 266
[22] Intelligent virtual humans with autonomy and personality: State-of-the-art
Kasap, Zerrin
Magnenat-Thalmann, Nadia
INTELLIGENT DECISION TECHNOLOGIES-NETHERLANDS, 2007, 1 (1-2): : 3 - 15
[23] ACT-R Theory Can Promote Personality Analysis of Social Network Subjects
Miao, Li-Teng
Ma, Yi-Zhuo
Qin, Ke
Dai, Rui-Ting
Raza, Ahmad
ADVANCED INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, PT III, ICIC 2024, 2024, 14877 : 15 - 26
[24] AN INNOVATOR TUTORIAL FOR FUNCTIONAL DATA ANALYSIS WITH R
Carmen Aguilera-Morillo, M.
Aguilera, Ana M.
Valderrama, Mariano J.
2011 4TH INTERNATIONAL CONFERENCE OF EDUCATION, RESEARCH AND INNOVATION (ICERI), 2011, : 6050 - 6056
[25] Data center evolution A tutorial on state of the art, issues, and challenges
Kant, Krishna
COMPUTER NETWORKS, 2009, 53 (17) : 2939 - 2965
[26] ANALYSIS OF THE RELATIONSHIP BETWEEN THINKING PERSONALITY AND ART TEACHING IN ART PAINTING
Fan, Jianqiu
Zhou, Pihua
PSYCHIATRIA DANUBINA, 2022, 34 : S237 - S237
[27] EVIDENCE FOR THE ALTRUISTIC PERSONALITY FROM DATA ON ACCIDENT RESEARCH
BIERHOFF, HW
KLEIN, R
KRAMP, P
JOURNAL OF PERSONALITY, 1991, 59 (02) : 263 - 280
[28] On the use of confirmatory factor analysis in personality research
Raykov, T
PERSONALITY AND INDIVIDUAL DIFFERENCES, 1998, 24 (02) : 291 - 293
[29] ANALYSIS OF CONSENSUS IN LONGITUDINAL RESEARCH ON PERSONALITY CONSISTENCY
SCHAEFER, ES
VITA HUMANA, 1964, 7 (02): : 143 - &
[30] Traffic Control for Data Center Network: State of the Art and Future Research
Du X.-L.
Xu K.
Li T.
Zheng K.
Fu S.-T.
Shen M.
Jisuanji Xuebao/Chinese Journal of Computers, 2021, 44 (07): : 1287 - 1309

← 1 2 3 4 5 →