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. 2016 Mar 31;10:123. doi: 10.3389/fnins.2016.00123

Table 5.

Averaged performance of regularization methods across various sparsity levels with the simulated data.

Methods MSE Sensitivity Specificity Average of Sens. and Spec. Computation time (Secs)
K-CV log like 0.017 1.000 0.000 0.500 2.7268
K-CV Trace L2 0.012 0.853 0.333 0.593 2.7079
AIC 0.017 1.000 0.000 0.500 0.0027
BIC 0.017 1.000 0.000 0.500 0.0016
λ*0.45 0.012 0.680 0.731 0.706 0.0004
λ*0.75 0.011 0.910 0.204 0.557 0.0004
λ*platu 0.015 0.978 0.041 0.509 0.0004

The values in bold are the optimal result across the different methods.