Network Modeling for Psychological (and Attitudinal) Data
Oldenburg, 2018
Literature and references
These links are not mandatory to read but give a comprehensive overview of the materials covered throughout the week.
Day 1: Thursday, January 9
Morning session: Introduction & Theoretical Foundation of Network Analysis
- Taught by: Adela Isvoranu
- Lecture Slides
- Practical Exercises – Data to be used in the practical
- Practical Solutions & .R file
- Drawing Networks in R – Help file
- Literature
- Borsboom, D. (2017). A network theory of mental disorders. World Psychiatry, 16, 5–13.
- Epskamp, S., Kruis, J., & Marsman, M. (2017). Estimating psychopathological networks: be careful what you wish for. PlosOne 12(6): e0179891.
- Fried, E. I., van Borkulo, C. D., Cramer, A. O. J., Lynn, B., Schoevers, R. A., Borsboom, D. (2016). Mental disorders as networks of problems: a review of recent insights. Social Psychiatry and Psychiatric Epidemiology.
- Opsahl, T., Agneessens, F., & Skvoretz, J. (2010). Node centrality in weighted networks: Generalizing degree and shortest paths. Social networks, 32(3), 245-251.
- Airbnb Network
- Collaborator Network
Afternoon session: Network Estimation – Markov Random Fields
- Taught by: Pia Tio
- Lecture Slides
- Practical Exercises
- Practical Solutions & .R file
- Literature
- Supplementary Materials of Epskamp, S., Borsboom, D. & Fried, E.I. Estimating Psychological Networks and their Accuracy: A Tutorial Paper. (2017). Behavior Research Methods.
- Epskamp, S., & Fried, E. I. (2017). A Tutorial on Regularized Partial Correlation Networks.
- Supplementary materials of van Borkulo, C. D., Borsboom, D., Epskamp, S., Blanken, T. F., Boschloo, L., Schoevers, R. A., & Waldorp, L. J. (2014). A new method for constructing networks from binary data. Scientific Reports, 4, 5918.
- van Borkulo, C. D., Borsboom, D., Epskamp, S., Blanken, T. F., Boschloo, L., Schoevers, R. A., & Waldorp, L. J. (2014). A new method for constructing networks from binary data. Scientific Reports, 4, 5918.
Day 2: Friday, January 10
Morning session: Centrality, Replicability & Challenges of Network Modeling
- Taught by: Adela Isvoranu
- Lecture Slides
- Practical Exercises
- Practical Solutions & .R file (to be added)
- Literature
- Epskamp, S., Borsboom, D. & Fried, E.I. (2017). Estimating psychological networks and their accuracy: a tutorial paper. Behavior Research Methods.doi:10.3758/s13428-017-0862-1
- Fried, E. I. & Cramer, A. O. J. (2017). Moving forward: challenges and directions for psychopathological network theory and methodology. Perspectives on Psychological Science.
- Fried, E. I., Eidhof, M. B., Palic, S., Costantini, G., Huisman-van Diujk, H. M., Bockting, C. L. M., Engelhard, I., Armour, C., Nielsen, A. B. S., Karstoft, K.-I. (2018). Replicability and generalizability of PTSD networks: A cross-cultural multisite study of PTSD symptoms in four trauma patient samples. Clinical Psychological Science.
- Opsahl, T., Agneessens, F., & Skvoretz, J. (2010). Node centrality in weighted networks: Generalizing degree and shortest paths. Social networks, 32(3), 245-251.
Afternoon session: Advanced Methods
- Taught by: Pia Tio
- Lecture Slides
- Practical Exercises
- Practical Solutions
- Literature
- Epskamp, S., Rhemtulla, M.T., & Borsboom, D. (2017). Generalized network psychometrics: combining network and latent variable models. Psychometrika. doi:10.1007/s11336-017-9557-x
- Haslbeck J. M. B., Waldorp L. J. (under review). mgm: Structure estimation for time-varying mixed graphical models in high-dimensional data. The Journal of Statistical Software.
- van Borkulo, C. D., Waldorp, L. J., Boschloo, L., Kossakowski, J., Tio, P., L., Schoevers, R.A., & Borsboom, D. (2016). Comparing network structures on three aspects: A permutation test.
- Van Borkulo, C. D., Borsboom, D. & Schoevers, R.A. (2016). Group-level symptom networks in depression — Reply. JAMA Psychiatry, 73(4).
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JASP
Jasp is an open-source and free point and click interface for performing state of the art statistical analyses, developed at the University of Amsterdam. The great team of Jasp has recently implemented the first version of a network module! Feel free to try out the JASP 0.8.5 version, and let us know what you think!
- Windows & Mac: https://jasp-stats.org/download/
- Example data file
- Example JASP save file