Research Article

Feature Selection for Better Identification of Subtypes of Guillain-Barré Syndrome

Table 5

Purity of pairwise clustering of GBS subtypes.

GBS subtypesIGSUCFSConsistencyChi-squaredAll features

AIDP and AMAN0.9649 (2)0.9649 (2)*0.9824 (2)0.9649 (2)0.8771
AMAN and AMSAN0.927 (3)0.9375 (2)0.875 (7)0.927 (3)0.9687 (4)0.7395
AIDP and AMSAN0.962 (3)0.9367 (2)0.9113 (9)0.7468 (5)0.962 (3)0.8354
AIDP and MF0.8787 (3)0.8787 (4)0.8787 (4)0.8787 (3)0.909 (3)0.6666
AMAN and MF0.98 (6)0.96 (3)0.98 (4)0.74 (2)0.98 (6)0.96
AMSAN and MF0.9305 (13)0.9444 (13)0.9583 (14)0.8194 (5)0.9444 (14)0.8333

IG: information gain, SU: symmetrical uncertainty, and *one feature selected therefore purity was not computed. The number of features selected in each case is shown in parenthesis.