Network analysis of multivariate data in psychological science

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Learning Bayesian Networks with the bnlearn R Package

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Centrality and network flow

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Correction: Corrigendum: Quantum Limit of Quality Factor in Silicon Micro and Nano Mechanical Resonators

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What do centrality measures measure in psychological networks?

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Exploratory graph analysis: A new approach for estimating the number of dimensions in psychological research

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A dynamical model of general intelligence: The positive manifold of intelligence by mutualism.

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Thinking Clearly About Correlations and Causation: Graphical Causal Models for Observational Data

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Moving Forward: Challenges and Directions for Psychopathological Network Theory and Methodology

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The network approach to psychopathology: a review of the literature 2008–2018 and an agenda for future research

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mgm : Estimating Time-Varying Mixed Graphical Models in High-Dimensional Data

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A new method for constructing networks from binary data

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High-dimensional covariance estimation by minimizing ℓ1-penalized log-determinant divergence

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Psychometric perspectives on diagnostic systems

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A Network Approach to Psychopathology: New Insights into Clinical Longitudinal Data

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Statistical Analysis of Network Data: Methods and Models

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Generalized Network Psychometrics: Combining Network and Latent Variable Models

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How well do network models predict observations? On the importance of predictability in network models

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What kinds of things are psychiatric disorders?

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What is conscientiousness and how can it be assessed?

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Major Depression as a Complex Dynamic System

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Empirical and Theoretical Status of the Five-Factor Model of Personality Traits

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Group search algorithm recovers effective connectivity maps for individuals in homogeneous and heterogeneous samples

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Network Analysis of Psychopathology: Controversies and Challenges

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Dimensions of Normal Personality as Networks in Search of Equilibrium: You Can't like Parties if you Don't like People

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Comparing network structures on three aspects: A permutation test

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Personality traits below facets: The consensual validity, longitudinal stability, heritability, and utility of personality nuances.

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Psychometric Network Models from Time-Series and Panel Data

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A Psychometric Network Perspective on the Validity and Validation of Personality Trait Questionnaires

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Problems with Centrality Measures in Psychopathology Symptom Networks: Why Network Psychometrics Cannot Escape Psychometric Theory

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Stability and variability of personality networks. A tutorial on recent developments in network psychometrics

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An Introduction to Network Psychometrics: Relating Ising Network Models to Item Response Theory Models

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Are traits useful? Explaining trait manifestations as tools in the pursuit of goals.

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Visualizing Psychological Networks: A Tutorial in R

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Using network analysis to examine links between individual depressive symptoms, inflammatory markers, and covariates

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Correction: Corrigendum: Circulating tumour DNA profiling reveals heterogeneity of EGFR inhibitor resistance mechanisms in lung cancer patients

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Towards More Rigorous Personality Trait–Outcome Research

Mõttus, R. (2016) · European Journal of Personality · doi:10.1002/per.2041 · Cited by 236 · see citing works

Descriptive, Predictive and Explanatory Personality Research: Different Goals, Different Approaches, but a Shared Need to Move beyond the Big Few Traits

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Modeling psychopathology: From data models to formal theories.

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Network analysis of persistent complex bereavement disorder in conjugally bereaved adults.

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Network analysis of substance abuse and dependence symptoms

Rhemtulla, M., Fried, E. I., Aggen, S. H., Tuerlinckx, F., Kendler, K. S., & Borsboom, D. (2016) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2016.02.005 · Cited by 219 · see citing works

Objections to the HEXACO Model of Personality Structure—and why those Objections Fail

Ashton, M. C., & Lee, K. (2020) · European Journal of Personality · doi:10.1002/per.2242 · Cited by 218 · see citing works

Node centrality measures are a poor substitute for causal inference

Dablander, F., & Hinne, M. (2019) · Scientific Reports · doi:10.1038/s41598-019-43033-9 · Cited by 217 · see citing works

Back to the basics: Rethinking partial correlation network methodology

Williams, D. R., & Rast, P. (2019) · British Journal of Mathematical and Statistical Psychology · doi:10.1111/bmsp.12173 · Cited by 208 · see citing works

Modeling Affect Dynamics: State of the Art and Future Challenges

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How functionalist and process approaches to behavior can explain trait covariation.

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Introducing network intervention analysis to investigate sequential, symptom-specific treatment effects: A demonstration in Co-occurring insomnia and depression

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Personal Reflections on Theory and Psychology

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Structure and evolutionary implications of the earliest (Sinemurian, Early Jurassic) dinosaur eggs and eggshells

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On Nonregularized Estimation of Psychological Networks

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Mental Health and Social Contact During the COVID-19 Pandemic: An Ecological Momentary Assessment Study

Fried, E. I., Papanikolaou, F., & Epskamp, S. (2021) · Clinical Psychological Science · doi:10.1177/21677026211017839 · Cited by 158 · see citing works

Network Models for Cognitive Development and Intelligence

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How Behavior of Nontarget Species Affects Perceived Accuracy of Scat Detection Dog Surveys

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Investigating the feasibility of idiographic network models.

Mansueto, A. C., Wiers, R. W., van Weert, J. C. M., Schouten, B. C., & Epskamp, S. (2023) · Psychological Methods · doi:10.1037/met0000466 · Cited by 147 · see citing works

Measurement error and person-specific reliability in multilevel autoregressive modeling.

Schuurman, N. K., & Hamaker, E. L. (2018) · Psychological Methods · doi:10.1037/met0000188 · Cited by 143 · see citing works

Development of Indirect Measures of Conscientiousness: Combining a Facets Approach and Network Analysis

Costantini, G., Richetin, J., Borsboom, D., Fried, E. I., Rhemtulla, M., & Perugini, M. (2015) · European Journal of Personality · doi:10.1002/per.2014 · Cited by 142 · see citing works

Unsupervised Classification During Time-Series Model Building

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High-dimensional Ising model selection with Bayesian information criteria

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On the validity of the centrality hypothesis in cross-sectional between-subject networks of psychopathology

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Psychological networks in clinical populations: investigating the consequences of Berkson's bias

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Advancing the Network Theory of Mental Disorders: A Computational Model of Panic Disorder

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Beitrag zum Verständnis der magnetischen Erscheinungen in festen Körpern

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Network outcome analysis identifies difficulty initiating sleep as a primary target for prevention of depression: a 6-year prospective study

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Extending psychometric network analysis: Empirical evidence against g in favor of mutualism?

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The role of stabilizing and communicating symptoms given overlapping communities in psychopathology networks

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Network structure of the Wisconsin Schizotypy Scales–Short Forms: Examining psychometric network filtering approaches

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Mutualistic Coupling Between Vocabulary and Reasoning Supports Cognitive Development During Late Adolescence and Early Adulthood

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How to Compare Psychometric Factor and Network Models

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The Attitudinal Entropy (AE) Framework as a General Theory of Individual Attitudes

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A Network Perspective on Attitude Strength: Testing the Connectivity Hypothesis

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On the Control of Psychological Networks

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Multicausal systems ask for multicausal approaches: A network perspective on subjective well-being in individuals with autism spectrum disorder

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Network Structure Explains the Impact of Attitudes on Voting Decisions

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Modeling Psychopathology: From Data Models to Formal TheoriesPreprint

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Joint Causal Inference from Multiple ContextsPreprint

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The Challenge of Generating Causal Hypotheses Using Network Models

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The Wiring of Intelligence

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Toward incorporating genetic risk scores into symptom networks of psychosis

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What Is Mental Illness?

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Which Estimation Method to Choose in Network Psychometrics? Deriving Guidelines for Applied ResearchersPreprint

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Bayesian Hypothesis Testing for Gaussian Graphical Models:Conditional Independence and Order Constraints

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Reporting Standards for Psychological Network Analyses in Cross-sectional DataPreprint

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Preprogramming for mechanical translation.

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On Penalty Parameter Selection for Estimating Network Models

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Expanding Network Analysis Tools in Psychological Networks: Minimal Spanning Trees, Participation Coefficients, and Motif Analysis Applied to a Network of 26 Psychological Attributes

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Meta-analytic Gaussian Network Aggregation

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A Framework for Testing Causality in Personality Research

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Extended network analysis: from psychopathology to chronic illness

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A facet atlas: Visualizing networks that describe the blends, cores, and peripheries of personality structure

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Investigating the Feasibility of Idiographic Network ModelsPreprint

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The Multilayer Network Approach in the Study of Personality Neuroscience

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Relating ASD symptoms to well-being: moving across different construct levels

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Uncovering the Motivational Core of Traits: The Case of Conscientiousness

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On the control of psychological networksPreprint

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More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism

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Highways to happiness for autistic adults? Perceived causal relations among clinicians

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Learning to Live with Sampling Variability: Expected Replicability in Partial Correlation NetworksPreprint

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The Distinction between Psychological Kinds and Natural Kinds Revisited: Can Updated Natural-Kind Theory Help Clinical Psychological Science and beyond Meet Psychology's Philosophical Challenges?

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The Networked Partial Correlation and Its Application to the Analysis of Genetic Interactions

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On Accepting the Null Hypothesis of Conditional Independence in Partial Correlation Networks: A Bayesian AnalysisPreprint

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Bayesian Estimation of Gaussian Graphical Models with Predictive Covariance SelectionPreprint

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On Formalizing Theoretical Expectations: Bayesian Testing of Central Structures in Psychological NetworksPreprint

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Comparing Estimation Methods for Psychometric Networks with Ordinal DataPreprint

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Social Drivers and Algorithmic Mechanisms on Digital Media.

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A Systematic Literature Review of Empirical Research on Epistemic Network Analysis in Education

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A network approach to climate change anxiety and its key related features

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Time spent on social media among the least influential factors in adolescent mental health: preliminary results from a panel network analysis

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The future of psychological treatments: The Marburg Declaration

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Psychopathological symptoms and well-being in overweight and underweight adolescents: A network analysis

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Multiple paths to rumination within a network analytical framework

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A Network Analysis Approach on the Psychological Flexibility/Inflexibility Model

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Youth Depression and Inflammation: Cross-Sectional Network Analyses of C-Reactive Protein, Interleukin-6 and Symptoms in a Population-Based Sample

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IQ Modulates Coupling Between Diverse Dimensions of Psychopathology in Children and Adolescents

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Examining Relationships between Psychological Flexibility and Comorbidity of Depression and Anxiety: A Network Analysis in a Non-Clinical Community Sample

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Bridging eating disorder symptoms and psychological flexibility and inflexibility in racially diverse emerging adult women: A network analysis

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Examining psychological flexibility in unaccompanied refugee minors: A network analysis

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Double-Duty Caregiving, Burnout, Job Satisfaction, and Work–Life Balance Among Italian Healthcare Workers: A Descriptive Study

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The link of adverse childhood experiences and attachment to maladaptive personality traits in adults diagnosed with substance use disorder

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When Can AI Models Explain Learning? Validity Criteria for AI as Cognitive Models in Education

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