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

Table 1

Theoretical properties proposed in [5] and theoretical ranges of the stability measures.

	SJ	SD	SO	SZ	SL	SD-	SN	SS	SC
	Jaccard [20]	Dice [21]	Ochiai [22]	Zucknick et al. [23]	Lustgarten et al. [24]	Davis et al. [13]	Novovicová et al. [25]	Somol and Novovicová [26]	Correlation [5]
Fully defined	×	×	×	×	×	×	×	×	×
Bounds	×	×	×	×	×	×	×	×	×
Maximum	×	×	×	×	—	—	×	—	×
Correction for chance	—	—	—	—	×	—	—	×	×
Range