![enter image description here][1]
## General information
- [Program][2]
- [Booklet][3]
- [Interactive map with workshop locations and neighborhood tips][4]
- Organizers
- [Sacha Epskamp][5]
- [Adela Isvoranu][6]
- Assistance / secretary
- [Ria Hoekstra][7]
#### Literature and references
These links are not mandatory to read but give a comprehensive overview of the materials covered throughout the week.
- [Network analysis cookbook][8]
- [Network Psychometrics Dissertation][9]
- [Not a network psychometrics handbook][10]
## Day 1: Monday, August 28
#### Morning session: Introduction to R
- Lecturer: [Jonas Dalege][11]
- Literature
- [A (very) short introduction to R][12]
- [Beginners guide to R][13]
- Practice
- [Datacamp][14]
- [Try R][15]
#### Afternoon session: Introduction & Theoretical Foundation of Network Analysis + Plotting Networks
- Lecturer: [Eiko Fried][16]
- Literature
- [Borsboom, D. (2017). A network theory of mental disorders. World Psychiatry, 16, 5–13.][17]
- [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.][18]
## Day 2: Tuesday, August 29
#### Morning session: Causality & Philosophy of Science
- Lecturer: [Riet van Bork][19]
- Literature
- [Judea Pearl – Causality][20] (introduction and epilogue)
- [D-separation][21]
#### Afternoon session: Markov Random Fields 1: Estimating Gaussian Graphical Models & Ising Models
- Lecturer: [Sacha Epskamp][22]
- Literature
- [Supplementary Materials of Epskamp, S., Borsboom, D. & Fried, E.I. Estimating Psychological Networks and their Accuracy: A Tutorial Paper. (2017). Behavior Research Methods.][23]
- [Epskamp, S., & Fried, E. I. (2017). A Tutorial on Regularized Partial Correlation Networks.][24]
- [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.][25]
- v[an 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.][26]
## Day 3: Wednesday, August 30
#### Morning session: Markov Random Fields 2: Centrality, Replicability & Challenges
- Lecturer: [Eiko Fried][27]
- 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][28]
- [Fried, E. I. & Cramer, A. O. J. (2017). Moving forward: challenges and directions for psychopathological network theory and methodology. Perspectives on Psychological Science.][29]
- [Opsahl, T., Agneessens, F., & Skvoretz, J. (2010). Node centrality in weighted networks: Generalizing degree and shortest paths. Social networks, 32(3), 245-251.][30]
#### Afternoon session: Directed Acyclic Graphs (DAGs)
- Lecturer: [Lourens Waldorp][31]
- Literature
- [Cosma Shalizi: Discovering Causal Structure from Observations][32]
- [Causal Inference Using Graphical Models with the R Package pcalg][33]
- [bnlearn website][34]
## Day 4: Thursday, August 31
#### Morning session: Time Series Modeling 1
- Lecturer: [Sacha Epskamp][35]
- Literature
- [Epskamp, S., Waldorp, L. J., Mõttus, R., & Borsboom, D. (2017). Discovering Psychological Dynamics: The Gaussian Graphical Model in Cross-sectional and Time-series Data.][36]
- [Bringmann, L. F., Vissers, N., Wichers, M., Geschwind, N., Kuppens, P., Peeters, F., Borsboom, D., & Tuerlinckx, F. (2013). A network approach to psychopathology: New insights into clinical longitudinal data. PLoS ONE, 8, e60188.][37]
#### Afternoon session: Time Series Modeling 2
- Lecturer: [Jonas Haslbeck][38]
- Literature
- [Haslbeck J. M. B., Waldorp L. J. (2016). mgm: Structure estimation for time-varying mixed graphical models in high-dimensional data. The Journal of Statistical Software.][39]
## Day 5: Friday, September 1
### Morning Session: Symposium: Social Network Analysis, Network Psychometrics & Predictability
Location: Room 2.01
- Lecturers:
- [Sacha Epskamp][40]
- [Jonas Haslbeck][41]
- [Oisin Ryan][42]
- Literature
- [Epskamp, S., Rhemtulla, M.T., & Borsboom, D. Generalized Network Psychometrics: Combining Network and Latent Variable Models (2017). Psychometrika.][43]
- [Haslbeck J. M. B., Waldorp L. J. (2017). How well do network models predict future observations? On the importance of predictability in network models. Behavior Research Methods.][44]
- [Haslbeck J. M. B., Fried E. I. (2017). How predictable are symptoms in psychopathological networks? A Reanalysis of 18 published datasets. Psychological Medicine.][45]
[1]: http://psychosystems.org/wp-content/uploads/2016/01/summerschoolLogoJoost.png
[2]: http://psychosystems.org/wp-content/uploads/2017/08/PNASSprograme.png
[3]: http://psychosystems.org/files/summerschool2017/BookletA4OnlineVersionPdf.pdf
[4]: https://drive.google.com/open?id=143Ulz7QwiQjR-SkD-gCqnEmlBCU&usp=sharing
[5]: http://sachaepskamp.com/
[6]: http://www.adelaisvoranu.com/
[7]: http://www.uva.nl/en/profile/h/o/h.a.hoekstra/h.a.hoekstra.html
[8]: http://sachaepskamp.com/files/Cookbook.html
[9]: http://dare.uva.nl/search?identifier=a76273c6-6abc-4cc7-a2e9-3b5f1ae3c29e://sachaepskamp.com/files/Cookbook.html
[10]: https://docs.google.com/document/d/1-07ZFgd1l2RPRFuUhj6h8qa7wHtNHCY7YgttMTqvfgI/edit?usp=sharing
[11]: https://jdalege.com/
[12]: https://cran.r-project.org/doc/contrib/Torfs+Brauer-Short-R-Intro.pdf
[13]: http://www.computerworld.com/article/2497143/business-intelligence/business-intelligence-beginner-s-guide-to-r-introduction.html
[14]: https://www.datacamp.com/
[15]: http://tryr.codeschool.com/
[16]: http://eiko-fried.com/
[17]: http://psychosystems.org/wp-content/uploads/2014/10/BorsboomNetworkTheory2017.pdf
[18]: http://eiko-fried.com/wp-content/uploads/Fried_et_al-2016-Social_Psychiatry_and_Psychiatric_Epidemiology.pdf
[19]: http://www.rietvanbork.nl/
[20]: http://bayes.cs.ucla.edu/BOOK-2K/
[21]: http://psychosystems.org/files/summerschool2017/d-separation2013.pdf
[22]: http://sachaepskamp.com/
[23]: http://sachaepskamp.com/files/bootnet_Supplementary.pdf
[24]: https://arxiv.org/abs/1607.01367
[25]: https://www.nature.com/article-assets/npg/srep/2014/140801/srep05918/extref/srep05918-s1.pdf
[26]: http://psychosystems.org/files/Literature/vanBorkulo_ising.pdf
[27]: http://eiko-fried.com/
[28]: http://psychosystems.org/files/Literature/Bootnet.pdf
[29]: http://psychosystems.org/files/Literature/Bootnet.pdf
[30]: https://www.researchgate.net/profile/John_Skvoretz/publication/248484602_Node_Centrality_in_Weighted_Networks_Generalizing_Degree_and_Shortest_Paths/links/562e124c08aef25a24435565.pdf
[31]: http://www.waldorp.nl/lourens/
[32]: http://www.stat.cmu.edu/~cshalizi/uADA/12/lectures/ch25.pdf
[33]: http://www.jstatsoft.org/v47/i11
[34]: http://www.bnlearn.com/
[35]: http://sachaepskamp.com/
[36]: https://arxiv.org/abs/1609.04156
[37]: http://psychosystems.org/files/Literature/Bringmann%20et%20al.%202013_PloSOne.pdf
[38]: http://jmbh.github.io/
[39]: https://arxiv.org/abs/1510.06871
[40]: http://sachaepskamp.com/
[41]: http://jmbh.github.io/
[42]: http://dml.sites.uu.nl/
[43]: https://arxiv.org/abs/1605.09288
[44]: https://arxiv.org/abs/1610.09108
[45]: https://osf.io/qvdny/