Research Article

A Multicriteria Approach to Find Predictive and Sparse Models with Stable Feature Selection for High-Dimensional Data

Table 8

Stability values for configurations in Table 7. The ID column references Table 7.

ID1 − SJ 1 − SJ 1 − SC 1 − SC 1 − SD-1 1 − SD-11 − SD-10 1 − SD-10
(train)(test)(train)(test)(train) (test)(train) (test)

12 0.004 0.004 0.188 0.168 0.993 0.991 1.000 1.000
13 0.563 0.557 0.671 0.680 0.934 0.944 1.000 1.000
14 0.426 0.553 0.274 0.387 0.468 0.601 0.510 0.646
15 0.440 0.519 0.286 0.355 0.543 0.566 0.565 0.602