From: Supervised redundant feature detection for tumor classification
Methods | Predictive power | Redundancy measure | Merit function of candidate feature | Ref |
---|---|---|---|---|
CFS | I(X i ; Y) | I(X p ; X i ) | [12] | |
MIFS | I(X p ; Y) | I(X p ; X i ) | [13] | |
mRMR | I(X p ; Y) | I(X p ; X i ) | [16] | |
MIFS-U | I(X p ; Y) | [14] | ||
mIMR, JMI | I(X p ; Y) | I(X i ; X p ; Y) | [17],[24] | |
CMIM, IF | I(X p ; Y) | I(X i ; X p ; Y) | I(X p ; Y) − maxi ∈[1:p−1][I(X p ; X i ) − I(X p ; X i |Y)] | [18],[25] |