Research Article

Density-Based Penalty Parameter Optimization on C-SVM

Table 4

Systematic F-measure at different parameter values (%).

Model = 0.5 = 1 = 10 = 50 = 100

a1a-170.0670.3470.9070.9070.85
a1a-282.0282.1081.7281.7081.73
a1a-378.0977.6677.3176.8976.88
a2a-169.6371.4771.5471.7471.84
a2a-282.1282.0981.5581.4581.44
a2a-381.8481.6881.4181.2481.13
a3a-168.5370.5170.5070.5070.51
a3a-282.1181.9181.6781.5681.58
a3a-381.5681.5981.2381.1081.07
a4a-169.0970.2970.7870.7770.79
a4a-282.3582.3382.2282.2882.27
a4a-381.9481.7681.6681.7581.68
w1w-133.1666.5065.9462.3462.70
w1w-278.5873.8166.2063.4063.43
w1w-381.8281.7080.3079.3979.41
w2w-147.5667.3171.3771.9971.42
w2w-282.5381.0577.4574.6374.00
w2w-383.5683.4482.9082.8982.15
w3w-145.2369.6872.8871.7073.01
w3w-285.4583.0579.8577.8176.30
w3w-386.2886.2585.9485.3485.39
w4w-152.8570.9775.0675.8575.99
w4w-285.4683.5981.3579.7879.31
w4w-386.4886.1086.0385.1584.96