Research Article

Feature Selection and Overlapping Clustering-Based Multilabel Classification Model

Table 8

Hamming loss measure for all models on scene dataset. is the number of attributes, and is the amount of clusters.

Classification modelScene

-means + ML-KNN2294

EM + ML-KNN2294

MDI + FCM + ML-KNN220%
30%
40%

-means + ML-KNN3294

EM + ML-KNN3294

MDI + FCM + ML-KNN320%
30%
40%

-means + ML-KNN4294

EM + ML-KNN4294

MDI + FCM + ML-KNN420%
30%
40%

-means + ML-KNN5294

EM + ML-KNN5294

MDI + FCM + ML-KNN520%
30%
40%

-means + ML-KNN6294

EM + ML-KNN6294

MDI + FCM + ML-KNN620%
30%
40%

-means + ML-KNN7294

EM + ML-KNN7294

MDI + FCM + ML-KNN720%
30%
40%