-Nearest Neighbor Intervals Based AP Clustering Algorithm for Large Incomplete Data

Table 4

Averaged results of 30 trials using incomplete Wholesale dataset.

Missing rate (%)	Misclassification ratio (%)					Fowlkes-Mallows index
	IPDS	1NN	KNNM	KNNI	KNNI-FCM	IPDS	1NN	KNNM	KNNI	KNNI-FCM
0	12.73	12.73	12.73	12.73	13.86	0.8084	0.8084	0.8084	0.8084	0.8047
5	15.01	13.02	12.38	11.71	13.61	0.7745	0.8039	0.8118	0.8203	0.8071
10	14.79	12.61	12.41	11.74	13.55	0.7846	0.8105	0.8125	0.8197	0.8076
15	16.59	12.27	12.26	11.97	13.35	0.7523	0.8128	0.8134	0.8192	0.8096
20	13.97	12.30	12.35	11.94	13.45	0.7922	0.8133	0.8149	0.8182	0.8084
25	14.65	12.65	12.50	12.83	13.26	0.7803	0.8094	0.8127	0.8045	0.8099