Research Article

Capped -Norm Proximal Support Vector Machine

Table 13

Classification ranks on original and noise large-size UCI datasets.

DatasetGEPSVML1-GEPSVMIGEPSVMPCCL1-NPSVMLpNPSVMGLpNPSVMCPSVM
RankRankRankRankRankRankRankRank

HTRU21/1/2/25/5/7/66/6/5/57/7/6/78/8/8/82/3/3/33/4/4/44/2/1/1
Page-blocks1/4/3/33/2/2/26/6/6/67/7/7/78/8/8/85/5/5/52/3/4/44/1/1/1
Spanbas6/6/6/65/5/5/52/1/1/27/7/7/78/8/8/84/4/3/43/3/4/31/2/2/1
Yeast5/4/3/48/8/8/84/5/5/26/6/6/37/7/7/53/3/2/72/2/4/61/1/1/1
Occupancy1/1/3/54/4/1/26/6/7/78/8/8/87/7/6/63/3/5/42/2/4/35/5/2/1
Titanic2/5/1/13/2/6/55/7/3/28/6/8/37/8/7/74/1/2/81/4/4/66/3/5/4
Hypothyroid3/3/4/74/7/7/48/8/5/55/4/6/66/5/8/81/2/1/12/1/3/27/6/2/3
Waveform5/4/2/46/6/6/21/3/3/67/7/7/78/8/8/84/5/4/52/2/5/33/1/1/1
Two-norm1/2/3/43/4/2/22/3/4/38/8/8/87/7/7/76/6/6/65/5/5/54/1/1/1
Average2.8/3.3/4.6/4.8/4.4/5.0/7.0/6.7/7.3/7.3/3.6/3.6/2.4/2.9/3.9/2.4/
3.0/4.04.9/4.04.3/4.27/6.27.4/7.23.4/4.84.1/4.01.8/1.6