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. Author manuscript; available in PMC: 2018 Feb 22.
Published in final edited form as: Stat Med. 2015 Jul 30;34(29):3811–3830. doi: 10.1002/sim.6600

Table VI.

The estimated AUC and its 95% CIs on MammaPrint datasets by different methods.

Train set Test set PW SW MM MVN LR Ridge LASSO
Glas78 Buyse307 0.72 (0.65, 0.78) 0.65 (0.57, 0.73) 0.48 (0.39, 0.57) 0.56(0.47, 0.65) 0.55 (0.45, 0.64) 0.70 (0.62, 0.77) 0.69 (0.61, 0.76)
Glas84 0.70 (0.55, 0.83) 0.62 (0.43, 0.78) 0.65 (0.48, 0.81) 0.61(0.45, 0.75) 0.59 (0.42, 0.75) 0.65 (0.46, 0.83) 0.62 (0.44, 0.80)
Glas78 0.91 (0.84, 0.97) 0.99 (0.98, 1.00) 0.51 (0.39, 0.64) 1.00 (1.00, 1.00) 1.00 (1.00, 1.00) 1.00 (1.00, 1.00) 0.98 (0.95, 1.00)
Glas84 Buyes307 0.69 (0.61, 0.76) 0.64 (0.56, 0.72) 0.55 (0.46, 0.64) 0.57 (0.48, 0.65) 0.57 (0.49, 0.66) 0.69 (0.62, 0.76) 0.64 (0.56, 0.73)
Glas78 0.77 (0.66, 0.86) 0.67 (0.55, 0.79) 0.50 (0.37, 0.63) 0.60 (0.48, 0.73) 0.56 (0.43, 0.70) 0.81 (0.71, 0.90) 0.79 (0.68, 0.89)
Glas84 0.94 (0.87, 0.98) 0.99 (0.96, 1.00) 0.65 (0.51, 0.78) 1.00 (1.00, 1.00) 1.00 (1.00, 1.00) 0.95 (0.89, 0.99) 0.86 (0.71, 0.96)
Buyse307 Glas78 0.80 (0.69, 0.89) 0.74 (0.62, 0.85) 0.49 (0.36, 0.63) 0.71 (0.59, 0.82) 0.76 (0.64, 0.87) 0.82 (0.72, 0.91) 0.82 (0.72, 0.90)
Glas84 0.71 (0.56, 0.83) 0.57 (0.38, 0.75) 0.64 (0.48, 0.78) 0.61 (0.46, 0.76) 0.57 (0.39, 0.73) 0.68 (0.52, 0.83) 0.56 (0.41, 0.71)
Buyse307 0.76 (0.69, 0.82) 0.88 (0.83, 0.91) 0.55 (0.46, 0.63) 0.91 (0.88, 0.94) 0.92 (0.87, 0.96) 0.82 (0.76, 0.87) 0.82 (0.75, 0.87)

AUC, area under the receiver operating characteristic curve; PW, pairwise; SW, stepwise; MM, min–max; MVN, multivariate normal; LR, logistic regression; LASSO, Least Absolute Shrinkage and Selection Operator.

The cases using re-substitution are italicized.