A New Nearest Neighbor Classification Algorithm Based on Local Probability Centers

Table 1

The parameters of the proposed method used in the experiments.

Dataset	LPC	ILPC
𝐼−Λ	𝜏=0.1,𝛼=5	ℎ=3
𝐼−4𝐼	𝜏=0.1,𝛼=10	ℎ=10
𝐼−𝐼	𝜏=0.1,𝛼=0.01	ℎ=2
10D	𝜏=0.1,𝛼=0.1	ℎ=5
20D	𝜏=0.1,𝛼=0.5	ℎ=8
30D	𝜏=0.1,𝛼=1	ℎ=10
Iris	𝜏=0.1,𝛼=2.5	ℎ=0.5
Wine	𝜏=0.1,𝛼=2	ℎ=5.5
Iono	𝜏=0.1,𝛼=0.1	ℎ=3
Sonar	𝜏=0.1,𝛼=2.5	ℎ=5.5