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Psychometric Network Analysis and Dimensionality Assessment: A Software Review
by
Wang, Xianyong
, Dai, Shenghai
, Qian, Meihua
in
Algorithms
/ Associations
/ Computer Software Reviews
/ Correlation
/ Data Analysis
/ Depression (Psychology)
/ dimensionality assessment
/ Discriminant analysis
/ exploratory factor analysis
/ Factor Analysis
/ Factor Structure
/ Fundamental Concepts
/ Mental depression
/ Network Analysis
/ personality
/ Personality Studies
/ psychometric network analysis
/ Psychometrics
/ Psychopathology
/ Quantitative psychology
/ Researchers
/ Social networks
/ software review
/ Software reviews
/ Variables
2025
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Psychometric Network Analysis and Dimensionality Assessment: A Software Review
by
Wang, Xianyong
, Dai, Shenghai
, Qian, Meihua
in
Algorithms
/ Associations
/ Computer Software Reviews
/ Correlation
/ Data Analysis
/ Depression (Psychology)
/ dimensionality assessment
/ Discriminant analysis
/ exploratory factor analysis
/ Factor Analysis
/ Factor Structure
/ Fundamental Concepts
/ Mental depression
/ Network Analysis
/ personality
/ Personality Studies
/ psychometric network analysis
/ Psychometrics
/ Psychopathology
/ Quantitative psychology
/ Researchers
/ Social networks
/ software review
/ Software reviews
/ Variables
2025
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Do you wish to request the book?
Psychometric Network Analysis and Dimensionality Assessment: A Software Review
by
Wang, Xianyong
, Dai, Shenghai
, Qian, Meihua
in
Algorithms
/ Associations
/ Computer Software Reviews
/ Correlation
/ Data Analysis
/ Depression (Psychology)
/ dimensionality assessment
/ Discriminant analysis
/ exploratory factor analysis
/ Factor Analysis
/ Factor Structure
/ Fundamental Concepts
/ Mental depression
/ Network Analysis
/ personality
/ Personality Studies
/ psychometric network analysis
/ Psychometrics
/ Psychopathology
/ Quantitative psychology
/ Researchers
/ Social networks
/ software review
/ Software reviews
/ Variables
2025
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Psychometric Network Analysis and Dimensionality Assessment: A Software Review
Journal Article
Psychometric Network Analysis and Dimensionality Assessment: A Software Review
2025
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Overview
Psychometric network analysis (PNA) has been gaining great popularity over the past decade. As a promising dimensionality assessment method, existing research has shown that PNA is able to outperform traditional methods such as exploratory factor analysis in examining the internal structure of a latent construct, and various R packages have been developed to carry out PNA. Yet, PNA has not been widely used in various fields due to researchers’ lack of familiarization with this method and the available R packages. Therefore, this study aims to briefly review the PNA method, compare different R packages, and provide step-by-step guidance on how to use these R packages to conduct PNA using a personality dataset.
Publisher
MDPI AG
Subject
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