Skip to main content

Table 1 Mean values and standard errors of hs_hr and ms_hr.

From: Gene selection and classification for cancer microarray data based on machine learning and similarity measures

DATA SET GENE SELECTION METHOD MEAN(HS_HR) ± STD(HS_HR), % MEAN(MS_HR) ± STD(MS_HR), %
   NMSC SVM NBC RF NMSC SVM NBC RF
Leukemia NBC-MMC 99.9 ± 0.6 99.4 ± 1.2 98.3 ± 2.3 98.4 ± 1.4 98.1 ± 1.4 93.4 ± 2.8 94.3 ± 2.8 95.6 ± 2.3
  NMSC-MMC 99.9 ± 0.6 99.1 ± 1.3 98.4 ± 1.9 98.6 ± 1.9 97.9 ± 1.2 93.3 ± 2.8 95.2 ± 2.8 95.7 ± 3.4
  NBC-MSC 99.4 ± 1.1 99.1 ± 1.3 98.9 ± 1.4 98.4 ± 1.7 98.5 ± 1.6 94.9 ± 2.7 94.6 ± 2.7 96.0 ± 2.5
  NMSC-MSC 99.7 ± 0.9 99.6 ± 1.0 98.6 ± 1.7 98.7 ± 1.7 97.7 ± 1.4 94.8 ± 2.5 94.6 ± 3.4 95.7 ± 3.1
  GLGS 99.6 ± 1.0 98.9 ± 1.7 98.6 ± 1.7 98.6 ± 1.7 97.8 ± 1.7 92.5 ± 3.8 95.3 ± 1.8 95.0 ± 2.5
  LOOCSFS 97.1 ± 3.3 98.0 ± 1.5 97.7 ± 1.9 99.3 ± 1.2 93.9 ± 3.5 94.8 ± 3.1 94.5 ± 2.7 96.7 ± 1.6
  SVMRFE 98.0 ± 2.0 95.4 ± 3.9 97.3 ± 2.1 98.0 ± 2.0 95.7 ± 2.8 92.5 ± 5.2 92.5 ± 3.0 93.4 ± 1.9
  SFFS-LSBOUND 97.1 ± 2.5 97.4 ± 3.8 96.3 ± 4.1 97.1 ± 2.8 93.8 ± 4.3 92.9 ± 3.8 90.2 ± 5.8 92.6 ± 4.1
  SFS-LSBOUND 97.1 ± 2.8 97.0 ± 3.0 96.4 ± 3.6 97.3 ± 3.0 94.6 ± 3.5 93.6 ± 3.8 91.2 ± 5.0 93.0 ± 5.1
  T-TEST 94.8 ± 3.5 95.4 ± 4.5 93.3 ± 6.9 96.8 ± 2.9 92.2 ± 3.9 90.7 ± 4.8 90.1 ± 6.5 93.5 ± 3.6
Lymphoma NBC-MMC 98.1 ± 2.6 99.0 ± 1.3 97.3 ± 2.6 96.4 ± 2.8 96.2 ± 4.3 93.8 ± 2.8 91.7 ± 3.9 91.6 ± 3.7
  NMSC-MMC 99.2 ± 1.2 98.8 ± 1.6 97.9 ± 2.6 96.5 ± 3.7 96.9 ± 1.9 93.0 ± 2.8 93.1 ± 3.3 92.3 ± 4.0
  NBC-MSC 99.4 ± 1.1 98.4 ± 1.8 97.9 ± 2.6 96.8 ± 3.3 97.5 ± 1.9 93.1 ± 3.5 92.7 ± 3.5 92.6 ± 4.1
  NMSC-MSC 99.5 ± 1.1 98.8 ± 1.6 98.1 ± 2.0 97.0 ± 3.6 97.2 ± 1.9 93.9 ± 3.0 93.9 ± 3.1 93.4 ± 3.9
  GLGS 98.6 ± 1.8 98.2 ± 1.9 97.0 ± 2.6 96.9 ± 2.3 96.5 ± 2.1 92.5 ± 3.8 92.3 ± 3.6 91.7 ± 2.9
  LOOCSFS 87.0 ± 7.2 93.0 ± 5.3 87.3 ± 5.1 92.9 ± 4.8 85.8 ± 6.8 87.8 ± 5.4 85.1 ± 4.5 88.2 ± 4.3
  SVMRFE 99.2 ± 1.5 96.5 ± 3.9 97.2 ± 3.4 96.6 ± 3.1 96.5 ± 2.0 91.8 ± 4.3 93.1 ± 4.0 93.3 ± 4.0
  SFFS-LSBOUND 88.7 ± 6.1 95.1 ± 3.3 84.0 ± 4.9 92.2 ± 4.7 87.0 ± 5.7 88.2 ± 4.9 80.6 ± 3.9 86.8 ± 4.8
  SFS-LSBOUND 87.7 ± 6.1 96.1 ± 3.5 86.1 ± 3.5 91.8 ± 4.2 86.4 ± 5.6 91.1 ± 3.7 82.7 ± 3.4 86.1 ± 4.8
  T-TEST 86.0 ± 5.7 94.4 ± 3.0 86.5 ± 7.0 91.7 ± 5.2 84.3 ± 5.8 87.7 ± 3.3 83.9 ± 6.1 87.2 ± 4.5
Prostate NBC-MMC 96.3 ± 2.4 95.8 ± 2.5 94.8 ± 2.6 96.5 ± 2.0 94.2 ± 2.8 91.6 ± 2.3 90.4 ± 2.7 92.1 ± 2.2
  NMSC-MMC 95.6 ± 2.3 95.9 ± 2.5 93.7 ± 2.8 95.3 ± 2.3 92.7 ± 2.3 91.4 ± 2.8 90.7 ± 3.1 91.3 ± 2.3
  NBC-MSC 96.4 ± 2.0 96.6 ± 1.9 95.2 ± 2.1 96.5 ± 1.9 94.6 ± 2.3 92.5 ± 2.3 91.0 ± 2.3 92.5 ± 2.2
  NMSC-MSC 96.9 ± 2.3 96.7 ± 1.7 94.5 ± 2.0 95.8 ± 1.8 94.5 ± 2.4 92.8 ± 1.9 91.8 ± 2.5 92.0 ± 1.9
  GLGS 93.6 ± 3.0 96.1 ± 2.2 90.4 ± 3.9 94.7 ± 2.0 91.5 ± 2.7 91.7 ± 2.6 87.5 ± 3.4 90.0 ± 2.5
  LOOCSFS 88.4 ± 5.2 94.9 ± 2.9 90.7 ± 5.3 95.2 ± 2.6 87.0 ± 4.7 91.1 ± 3.4 88.0 ± 4.5 92.3 ± 2.3
  SVMRFE 94.1 ± 3.4 92.3 ± 2.7 92.8 ± 4.3 95.7 ± 2.6 92.4 ± 3.3 86.7 ± 3.5 90.0 ± 4.0 92.5 ± 2.8
  SFFS-LSBOUND 90.4 ± 3.2 93.4 ± 2.8 86.2 ± 5.8 90.2 ± 3.2 88.9 ± 3.1 86.0 ± 3.2 84.4 ± 5.1 86.1 ± 4.0
  SFS-LSBOUND 89.7 ± 4.9 92.7 ± 4.0 87.3 ± 5.4 92.4 ± 3.5 88.3 ± 5.1 87.2 ± 5.0 85.1 ± 5.4 89.0 ± 3.9
  T-TEST 91.4 ± 4.1 92.5 ± 2.1 91.7 ± 2.8 94.0 ± 3.0 89.7 ± 3.7 87.1 ± 3.2 89.0 ± 4.3 91.0 ± 3.1
Colon NBC-MMC 88.7 ± 5.5 87.7 ± 5.2 86.5 ± 4.0 89.7 ± 4.9 84.5 ± 5.2 80.9 ± 6.0 78.2 ± 4.9 82.5 ± 5.5
  NMSC-MMC 91.1 ± 5.0 87.7 ± 3.9 87.4 ± 5.3 90.0 ± 4.0 84.9 ± 7.1 81.3 ± 5.5 80.8 ± 5.9 83.3 ± 5.4
  NBC-MSC 89.4 ± 4.3 86.9 ± 4.6 88.7 ± 6.0 90.0 ± 4.0 86.0 ± 5.2 80.3 ± 5.6 82.1 ± 4.8 84.4 ± 4.7
  NMSC-MSC 91.0 ± 5.3 87.6 ± 4.7 88.1 ± 3.3 90.0 ± 4.4 86.0 ± 5.4 80.9 ± 5.5 82.6 ± 4.0 83.9 ± 4.5
  GLGS 87.3 ± 6.2 87.3 ± 4.6 85.2 ± 4.8 90.5 ± 4.3 83.7 ± 6.6 81.2 ± 5.5 77.6 ± 5.8 83.0 ± 4.5
  LOOCSFS 85.0 ± 5.3 86.3 ± 3.9 81.6 ± 5.8 86.8 ± 5.3 82.2 ± 4.6 79.3 ± 5.2 76.7 ± 6.9 80.3 ± 5.3
  SVMRFE 86.0 ± 6.7 86.8 ± 4.8 82.1 ± 7.4 86.3 ± 5.5 81.8 ± 7.2 80.7 ± 4.7 77.7 ± 7.5 80.3 ± 6.0
  SFFS-LSBOUND 85.0 ± 4.8 87.1 ± 4.4 72.7 ± 7.0 82.6 ± 6.0 82.4 ± 4.4 76.2 ± 6.3 69.5 ± 8.3 74.6 ± 6.8
  SFS-LSBOUND 85.3 ± 4.6 85.8 ± 5.3 76.8 ± 7.1 86.0 ± 4.1 83.3 ± 4.7 77.7 ± 6.4 72.5 ± 6.2 77.6 ± 4.5
  T-TEST 77.4 ± 10.4 85.5 ± 4.0 76.3 ± 8.3 81.5 ± 7.2 74.9 ± 10.8 75.3 ± 5.7 72.8 ± 8.2 75.1 ± 7.8
CNS NBC-MMC 91.8 ± 6.1 92.9 ± 3.6 77.8 ± 5.2 85.7 ± 4.0 86.7 ± 6.0 82.4 ± 4.7 67.3 ± 4.1 76.3 ± 4.0
  NMSC-MMC 90.0 ± 6.4 92.2 ± 5.7 78.0 ± 5.3 82.7 ± 5.2 82.8 ± 6.8 82.1 ± 5.6 67.5 ± 5.5 73.5 ± 4.9
  NBC-MSC 94.0 ± 4.6 92.0 ± 4.4 81.1 ± 4.1 85.5 ± 4.9 88.4 ± 5.2 82.6 ± 5.5 70.2 ± 3.7 75.9 ± 5.3
  NMSC-MSC 92.8 ± 4.0 91.6 ± 4.9 81.3 ± 6.1 84.9 ± 4.1 85.6 ± 4.3 81.4 ± 6.2 70.0 ± 4.5 74.4 ± 4.2
  GLGS 84.7 ± 3.3 91.1 ± 5.4 78.8 ± 5.5 84.2 ± 5.0 82.4 ± 3.6 81.3 ± 4.8 67.9 ± 4.5 75.3 ± 4.3
  LOOCSFS 71.3 ± 9.8 85.0 ± 5.9 79.1 ± 7.7 83.2 ± 4.4 69.3 ± 8.0 77.6 ± 4.5 71.8 ± 6.2 75.3 ± 5.1
  SVMRFE 83.2 ± 8.9 85.1 ± 8.4 77.1 ± 6.8 83.5 ± 4.3 77.0 ± 8.0 75.0 ± 8.8 65.7 ± 7.2 73.3 ± 4.9
  SFFS-LSBOUND 68.1 ± 6.7 71.9 ± 7.1 67.6 ± 7.7 76.2 ± 4.5 65.3 ± 6.3 59.4 ± 7.5 61.3 ± 6.1 66.9 ± 4.8
  SFS-LSBOUND 67.8 ± 6.2 72.4 ± 4.9 69.8 ± 8.2 76.2 ± 5.0 65.7 ± 5.4 60.7 ± 5.1 63.7 ± 7.2 68.4 ± 4.5
  T-TEST 67.5 ± 8.8 77.4 ± 6.4 67.0 ± 7.1 75.5 ± 5.9 63.4 ± 7.6 67.3 ± 5.8 60.9 ± 6.8 67.8 ± 4.9
Breast NBC-MMC 82.5 ± 6.0 82.9 ± 3.5 84.1 ± 3.0 84.1 ± 3.6 81.3 ± 5.7 73.2 ± 3.8 78.4 ± 3.4 78.4 ± 3.8
  NMSC-MMC 83.9 ± 4.6 82.0 ± 3.3 82.4 ± 4.3 83.7 ± 4.7 80.4 ± 4.0 72.0 ± 3.8 78.4 ± 4.3 77.0 ± 4.3
  NBC-MSC 83.4 ± 5.8 83.5 ± 3.8 85.8 ± 3.1 85.9 ± 4.7 81.5 ± 5.3 74.9 ± 3.3 79.1 ± 3.0 79.4 ± 4.1
  NMSC-MSC 82.8 ± 4.4 82.4 ± 3.8 84.1 ± 4.0 83.9 ± 4.0 79.6 ± 4.0 73.7 ± 3.9 79.2 ± 3.8 77.7 ± 4.0
  GLGS 80.8 ± 3.7 79.3 ± 4.5 81.4 ± 4.1 83.7 ± 4.6 79.2 ± 3.9 70.7 ± 4.6 77.8 ± 3.7 77.0 ± 4.2
  LOOCSFS 71.7 ± 6.5 77.3 ± 5.2 78.0 ± 5.8 80.3 ± 3.8 70.4 ± 6.5 69.2 ± 4.7 74.7 ± 5.1 74.3 ± 4.2
  SVMRFE 74.3 ± 7.1 78.3 ± 5.2 77.2 ± 5.3 80.4 ± 4.1 73.2 ± 6.6 72.1 ± 5.8 73.9 ± 4.5 73.9 ± 3.7
  SFFS-LSBOUND 76.2 ± 5.2 78.9 ± 2.8 76.9 ± 7.3 81.5 ± 5.3 75.0 ± 5.3 67.8 ± 3.3 75.2 ± 6.8 75.6 ± 4.9
  SFS-LSBOUND 77.5 ± 5.6 78.9 ± 4.2 79.8 ± 5.2 81.3 ± 5.2 75.8 ± 5.5 68.0 ± 4.7 76.9 ± 6.3 75.4 ± 5.2
  T-TEST 71.1 ± 5.3 77.6 ± 5.2 72.6 ± 6.3 76.3 ± 5.7 69.3 ± 5.3 69.9 ± 3.6 70.5 ± 5.8 71.1 ± 5.8
  1. In each data set, the highest mean value is highlighted in bold