Research Article

Clustering Ensemble for Identifying Defective Wafer Bin Map in Semiconductor Manufacturing

Table 5

Results of clustering methods by specificity.

MethodsNoise degree
ā€‰ā€‰0.020.040.060.080.10

Hsu and Chien [8]0.40.40.40.40.4

Individual clusteringKB1.01.01.01.01.0
KC1.01.01.01.01.0
PB1.01.01.01.01.0
PC1.01.01.01.01.0

Clustering ensembleKB and PB0.7 0.5 0.5 0.5 0.8
KC and PC0.5 0.8 0.9 0.8 0.6
KB and PC0.5 0.7 0.9 0.8 0.7
KC and PB0.9 0.5 0.5 0.6 0.7
KB and PB and KC and PC1.0 0.9 0.9 0.9 1.0