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The package cssTools implements methods for estimating true networks.
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In Omission and commission errors in network cognition and network estimation using ROC curve they point out that a good measure of accuracy can be using the
$S_{14}$ statistic pointed out by Krackhardt (1990) and developed by Gower and Legendre (1986).From Krackhardt (1990)
Of these measures, one (called S14 in their article) stood out by exhibiting high resolution (appropriate sensitivity to small changes in correspondence) and low nonlinearity (low distortion at extreme values). -- Krackhardt (1990) p. 350
The microstructures of network recall: How social networks are encoded and represented in human memory
Matthew E. Brashears, Eric Quintane (Social Networks 2015)
- They use ERGMs to estimate networks of size 15