Model selection and gobbledygook: Response to Lohmann et al.

NeuroImage

Volumn 75, Issue , 2013, Pages 275-278

  Friston, Karl ^a   Daunizeau, Jean ^b   Stephan, Klaas Enno ^a,b  

^a UNIVERSITY COLLEGE LONDON   (United Kingdom)

^b UNIVERSITY OF ZURICH   (Switzerland)

Author keywords

Bayesian; Dynamic causal modelling; Inference; Model evidence; Model selection

Indexed keywords

BAYES THEOREM; DATA ANALYSIS; DYNAMIC CAUSAL MODELING; MATHEMATICAL COMPUTING; MATHEMATICAL MODEL; NONBIOLOGICAL MODEL; NOTE; PRIORITY JOURNAL; STRUCTURAL EQUATION MODELING;

BRAIN; CAUSALITY; HUMANS; MODELS, STATISTICAL;

EID: 84876438555     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2011.11.064     Document Type: Note

References (15)

1. Brodersen K.H., Schofield T.M., Leff A.P., Ong C.S., Lomakina E.I., Buhmann J.M., Stephan K.E. Generative embedding for model-based classification of fMRI data. PLoS Comput. Biol. 2011, 7(6):e1002079. Jun.
2. David O., Guillemain I., Saillet S., Reyt S., Deransart C., Segebarth C., Depaulis A. Identifying neural drivers with functional MRI: an electrophysiological validation. PLoS Biol. 2008, 6(12):2683-2697. Dec 23.
3. David O., Maess B., Eckstein K., Friederici A.D. Dynamic causal modeling of subcortical connectivity of language. J. Neurosci. 2011, 31(7):2712-2717. Feb 16.
4. Friston K., Penny W. Post hoc Bayesian model selection. NeuroImage 2011, 56(4):2089-2099. Jun 15.
5. Friston K.J., Harrison L., Penny W. Dynamic causal modelling. NeuroImage 2003, 19(4):1273-1302. Aug.
6. Friston K.J., Li B., Daunizeau J., Stephan K.E. Network discovery with DCM. NeuroImage 2011, 56(3):1202-1221. Jun 1.
7. Hoeting J.A., Madigan D., Raftery A.E., Volinsky C.T. Bayesian model averaging: a tutorial. Stat. Sci. 1999, 14(4):382-417.
8. Jaynes E.T. Information theory and statistical mechanics. Physical Review Series II 1957, 106(no. 4):620-630.
9. Marreiros A.C., Friston K.J., Stephan K.E. Scholarpedia 2010, 5(7):9568.
10. Moran R.J., Symmonds M., Stephan K.E., Friston K.J., Dolan R.J. An in vivo assay of synaptic function mediating human cognition. Curr. Biol. 2011, 21(15):1320-1325. Aug 9.
11. Penny W.D. Comparing Dynamic Causal Models using AIC, BIC and Free Energy. NeuroImage 2012, 59(1):319-330. Jan 2.
12. Penny W.D., Stephan K.E., Mechelli A., Friston K.J. Modelling functional integration: a comparison of structural equation and dynamic causal models. NeuroImage 2004, 23(Suppl. 1):S264-S274.
13. Penny W.D., Stephan K.E., Daunizeau J., Rosa M.J., Friston K.J., Schofield T.M., Leff A.P. Comparing families of dynamic causal models. PLoS Comput. Biol. 2010, 6(3):e1000709. Mar 12.
14. Stephan K.E., Kasper L., Harrison L.M., Daunizeau J., den Ouden H.E., Breakspear M., Friston K.J. Nonlinear dynamic causal models for fMRI. NeuroImage 2008, 42(2):649-662. Aug 15.
15. Stephan K.E., Penny W.D., Daunizeau J., Moran R.J., Friston K.J. Bayesian model selection for group studies. NeuroImage 2009, 46(4):1004-1017. Jul 15.