[Retracted] A Dynamic Density Peak Clustering Algorithm Based on K-Nearest Neighbor

Table 8

Evaluation index of four algorithms on UCI datasets.

Dataset	Algorithm	ARI	NMI	Homo	F1
Vote	DBSCAN	0.4480	0.3977	0.5034	0.6106
	DPC	0.0036	0.0031	0.0270	0.0107
	DBC	0.5709	0.4942	0.5030	0.5236
	DDPC	0.5850	0.5210	0.5116	0.8827
WDBC	DBSCAN	0.4661	0.3790	0.3868	0.5131
	DPC	0.4869	0.5028	0.5112	0.6628
	DBC	0.5883	0.5258	0.6656	0.5669
	DDPC	0.7668	0.6822	0.6997	0.9384
Vowel	DBSCAN	0.4170	0.5317	0.4902	0.4913
	DPC	0.5231	0.5977	0.6285	0.6199
	DBC	0.4221	0.5576	0.5242	0.4219
	DDPC	0.5102	0.6156	0.6537	0.4948
Zoo	DBSCAN	0.1457	0.6161	0.6285	0.5266
	DPC	0.3056	0.4222	0.3264	0.6953
	DBC	0.8801	0.8545	0.7696	0.8752
	DDPC	0.8918	0.8621	0.9275	0.8811
Seeds	DBSCAN	0.0009	0.3426	0.4239	0.6137
	DPC	0.7636	0.7219	0.7169	0.9127
	DBC	0.7869	0.7398	0.7397	0.8623
	DDPC	0.7916	0.7784	0.7819	0.9238
Ecoli	DBSCAN	0.1459	0.6161	0.6285	0.4523
	DPC	0.4516	0.5402	0.7298	0.6404
	DBC	0.7165	0.6571	0.5580	0.7653
	DDPC	0.7398	0.7067	0.7705	0.8065
Banknote	DBSCAN	0.0752	0.2958	0.0056	0.1134
	DPC	0.8935	0.9316	0.8761	0.9516
	DBC	0.8298	0.7467	0.7427	0.8819
	DDPC	0.9538	0.9099	0.9091	0.9883
Dermatology	DBSCAN	0.4151	0.6205	0.6484	0.5761
	DPC	0.4269	0.3304	0.4105	0.4429
	DBC	0.7871	0.8486	0.7879	0.8626
	DDPC	0.8459	0.9082	0.9703	0.6675
Segment	DBSCAN	0.2446	0.5525	0.4235	0.4695
	DPC	0.2402	0.5262	0.4010	0.4968
	DBC	0.3626	0.6109	0.6260	0.6371
	DDPC	0.4965	0.6576	0.8144	0.7032
Pendigits	DBSCAN	0.4151	0.6205	0.6484	0.5753
	DPC	0.5542	0.7243	0.6938	0.7289
	DBC	0.5818	0.6617	0.6704	0.7143
	DDPC	0.6328	0.7775	0.9618	0.7695