A New Nearest Neighbor Classification Algorithm Based on Local Probability Centers

Table 5

The performance comparisons on real datasets.

	𝑘NN		CAP		LPC		ILPC
Dataset	Acc.	𝜎	Acc.	𝜎	Acc.	𝜎	Acc.	𝜎
Iris	94.65	1.803	94.51	1.893	94.09	8.872	95.66	0.553
Wine	96.77	0.878	97.68	0.766	96.99	6.518	98.32	1.050
Iono	82.85	2.724	89.70	0.965	82.64	2.091	92.86	0.412
Sonar	74.63	5.161	85.21	2.134	82.39	5.411	88.22	0.480

The bold font means the result of the proposed method.