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![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/