Abstract:
:Smith et al. report a large study of the accuracy of 38 search procedures for recovering effective connections in simulations of DCM models under 28 different conditions. Their results are disappointing: no method reliably finds and directs connections without large false negatives, large false positives, or both. Using multiple subject inputs, we apply a previously published search algorithm, IMaGES, and novel orientation algorithms, LOFS, in tandem to all of the simulations of DCM models described by Smith et al. (2011). We find that the procedures accurately identify effective connections in almost all of the conditions that Smith et al. simulated and, in most conditions, direct causal connections with precision greater than 90% and recall greater than 80%.
journal_name
Neuroimagejournal_title
NeuroImageauthors
Ramsey JD,Hanson SJ,Glymour Cdoi
10.1016/j.neuroimage.2011.06.068subject
Has Abstractpub_date
2011-10-01 00:00:00pages
838-48issue
3eissn
1053-8119issn
1095-9572pii
S1053-8119(11)00714-2journal_volume
58pub_type
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