mgm (version 1.2-2)

datasets: Example Datasets in the mgm Package

Description

The autism dataset (and its short version) are taken from Deserno et al. (2016).

The restingstate fMRI data are taken from Schmittmann et al. (2015).

The gene expression data across the life span of the fruit fly are taken from Gibberd & Nelson (2017), who took a subset of the data first presented by Arbeitman et al. (2002).

The symptom data of the single individual diagnosed with major depression is described in Kossakowski et al. (2017).

The PTSD data is taken from McNally et al. (2015).

The dataset mgm_data is generated by example code shown in ?mgmsampler, and mvar_data is generated by example code shown in ?mvarsampler.

All datasets are loaded automatically. All real data sets come as a list including the data and additional information (names of variables, types of variables, time stamps for time series data, etc.)

Arguments

References

Deserno, M. K., Borsboom, D., Begeer, S., & Geurts, H. M. (2016). Multicausal systems ask for multicausal approaches: A network perspective on subjective well-being in individuals with autism spectrum disorder. Autism.

Schmittmann, V. D., Jahfari, S., Borsboom, D., Savi, A. O., & Waldorp, L. J. (2015). Making large-scale networks from fMRI data. PloS one, 10(9), e0129074.

Gibberd, A. J., & Nelson, J. D. (2017). Regularized Estimation of Piecewise Constant Gaussian Graphical Models: The Group-Fused Graphical Lasso. Journal of Computational and Graphical Statistics, (just-accepted).

Arbeitman, M. N., Furlong, E. E., Imam, F., Johnson, E., Null, B. H., Baker, B. S., ... & White, K. P. (2002). Gene expression during the life cycle of Drosophila melanogaster. Science, 297(5590), 2270-2275.

Kossakowski, J., Groot, P., Haslbeck, J., Borsboom, D., & Whichers, M. (2017). Data from "Critical Slowing Down as a Personalized Early Warning Signal for Depression". Journal of Open Psychology Data, 5(1).

McNally, R. J., Robinaugh, D. J., Wu, G. W., Wang, L., Deserno, M. K., & Borsboom, D. (2015). Mental disorders as causal systems a network approach to posttraumatic stress disorder. Clinical Psychological Science, 3(6), 836-849.