Estimating psychological networks and their accuracy: A tutorial paper
Explore this paper's citation graph
Summary
The current state-of-the-art of network estimation is introduced and a rationale why researchers should investigate the accuracy of psychological networks is provided, and the free R-package bootnet is developed that allows for estimating psychological networks in a generalized framework in addition to the proposed bootstrap methods.
- Type
- preprint
- Published
- 2016-04-28
- Cited by
- 4,808
- References
- 83
- Access
- Open access
- OpenAlex
- https://openalex.org/W2530237102
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:3269866
Keywords
Centrality, Computer science, Stability (learning theory), Network science, Variation (astronomy)
References
- Probabilistic Graphical Models: Principles and Techniques - Adaptive Computation and Machine Learning
- Social Network Analysis: Methods and Applications
- Bootstrap Methods: A Guide for Practitioners and Researchers
- Bayesian model choice and information criteria in sparse generalized linear models
- On the distribution of penalized maximum likelihood estimators: The LASSO, SCAD, and thresholding
- Statistical Learning with Sparsity: The Lasso and Generalizations
- Statistical Analysis of Network Data
- Toward a formalized account of attitudes: The Causal Attitude Network (CAN) model.
- The application of a network approach to Health-Related Quality of Life (HRQoL): introducing a new method for assessing HRQoL in healthy adults and cancer patients
- Structure estimation for mixed graphical models in high-dimensional data
- Multiple significance tests: the Bonferroni method
- Networks: An Introduction
- Estimating the reproducibility of psychological science
- lavaan: An R Package for Structural Equation Modeling
- Quantifying the connectivity of a network: the network correlation function method.
- Analysis of weighted networks.
- Sample Quantiles in Statistical Packages
- The stability of centrality measures when networks are sampled
- State of the aRt personality research: A tutorial on network analysis of personality data in R
- Maximum likelihood estimation of the polychoric correlation coefficient
Cited by
- Symptoms of posttraumatic stress disorder in a clinical sample of refugees: a network analysis
- Symptoms of persistent complex bereavement disorder, depression, and PTSD in a conjugally bereaved sample: a network analysis
- Assessment of Different Dimensions of Shame Proneness: Validation of the SHAME
- Estimating psychopathological networks: Be careful what you wish for
- A Tutorial on Regularized Partial Correlation Networks
- Rényi Relative Entropies and Noncommutative L_pLp-Spaces
- A Primer on Estimating Regularized Psychological Networks
- Mental disorders as networks of problems: a review of recent insights
- A Call for Complexity in the Study of Social Anxiety Disorder. Commentary: The aetiology and maintenance of social anxiety disorder: A synthesis of complementary theoretical models and formulation of a new integrated model
- Network approach to the symptom-level association between alcohol use disorder and posttraumatic stress disorder
- Co-morbid obsessive–compulsive disorder and depression: a Bayesian network approach
- A Network Approach to Modeling Comorbid Internalizing and Alcohol Use Disorders
- Network models of DSM-5 posttraumatic stress disorder: Implications for ICD-11
- A symptom network structure of the psychosis spectrum.
- Network Structure of Perinatal Depressive Symptoms in Latinas: Relationship to Stress and Reproductive Biomarkers
- A Network Approach to Affect Regulation Dynamics and Personality Trait–Induced Variations: Extraversion and Neuroticism Moderate Reciprocal Influences between Affect and Affect Regulation Strategies
- What are psychological constructs? On the nature and statistical modelling of emotions, intelligence, personality traits and mental disorders
- Moving Forward: Challenges and Directions for Psychopathological Network Theory and Methodology
- Perceiving social pressure not to feel negative predicts depressive symptoms in daily life
- Making connections: exploring the centrality of posttraumatic stress symptoms and covariates after a terrorist attack
Related papers
- Estimating Psychological Networks and their Stability: a Tutorial Paper
- Network analysis: an integrative approach to the structure of psychopathology.
- Sparse inverse covariance estimation with the graphical lasso.
- Mental Disorders as Causal Systems
- Estimating the Stability of Psychological Dimensions via Bootstrap Exploratory Graph Analysis: A Monte Carlo Simulation and Tutorial
- On the application of the bootstrap for computing confidence measures on features of induced Bayesian networks
- Application of Bayesian Data Analyses in Psychological Research
- Estimating individual treatment effects using non‐parametric regression models: A review
- Towards a Network Psychometrics Approach to Assessment: Simulations for Redundancy, Dimensionality, and Loadings