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. Author manuscript; available in PMC: 2021 Apr 5.
Published in final edited form as: Stat (Int Stat Inst). 2020 Jul 6;9(1):e300. doi: 10.1002/sta4.300

TABLE 2.

Summary of feature selection results in the application to the ADNI study

t-tau Aβ1-42

Proposed COSSO LASSO Proposed COSSO LASSO
Mean of Prediction error 0.870 (0.028) 1.745 (1.869) 0.881 (0.027) 0.830 (0.032) 6.748 (13.176) 0.838 (0.031)
Median of Prediction error 0.869 0.923 0.880 0.829 0.859 0.836
Avg.# 8.08 6.12 14.96 5.72 6.34 14.98
Range # [4,12] [1,14] [14,15] [3,13] [1,14] [14,15]

Note: The numbers are the mean and median of prediction errors from 500 replicates and the numbers within parentheses are their standard deviations. Avg.#: Average number of selected variables. Range #: Range number of selected variables.