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Table 3 Classification error for different imputation methods (columns) and classificaiton methods (rows)

From: Impact of missing data imputation methods on gene expression clustering and classification

  Datasets Mean Median KNN BPCA LLS
SVM alizadeh-2000-v1 9.52 9.52 9.52 9.52 11.90
  alizadeh-2000-v2 0.00 0.00 0.00 0.00 0.00
  alizadeh-2000-v3 6.45 6.45 6.45 6.45 6.45
  bredel-2005 16.00 16.00 16.00 16.00 16.00
  chen-2002 2.23 2.23 2.23 2.23 1.68
  garber-2001 16.67 16.67 18.18 18.18 19.70
  lapointe-2004-v1 1.82 1.82 1.82 1.82 1.82
  lapointe-2004-v2 17.39 18.84 15.94 17.39 20.29
  liang-2005 0.00 0.00 0.00 0.00 0.00
  risinger-2003 21.43 19.05 19.05 19.05 19.05
  tomlins-2006 6.73 7.69 6.73 5.77 5.77
  tomlins-2006-v2 6.52 6.52 6.52 6.52 6.52
KNN alizadeh-2000-v1 33.33 33.33 33.33 30.95 30.95
  alizadeh-2000-v2 0.00 0.00 0.00 0.00 0.00
  alizadeh-2000-v3 19.35 19.35 17.74 17.74 17.74
  bredel-2005 20.00 20.00 20.00 20.00 20.00
  chen-2002 11.73 11.17 12.29 12.29 12.29
  garber-2001 16.67 16.67 16.67 16.67 18.18
  lapointe-2004-v1 13.64 14.55 14.55 14.55 14.55
  lapointe-2004-v2 33.33 36.23 33.33 33.33 34.78
  liang-2005 2.70 2.70 2.70 2.70 2.70
  risinger-2003 23.81 23.81 23.81 19.05 23.81
  tomlins-2006 20.19 20.19 20.19 20.19 20.19
  tomlins-2006-v2 21.74 21.74 21.74 21.74 21.74
NB alizadeh-2000-v1 7.14 7.14 7.14 7.14 7.14
  alizadeh-2000-v2 1.61 1.61 1.61 1.61 1.61
  alizadeh-2000-v3 8.06 8.06 6.45 6.45 6.45
  bredel-2005 14.00 14.00 14.00 14.00 14.00
  chen-2002 13.41 12.85 13.41 12.85 13.41
  garber-2001 22.73 24.24 22.73 22.73 22.73
  lapointe-2004-v1 23.64 23.64 23.64 21.82 22.73
  lapointe-2004-v2 31.88 31.88 33.33 33.33 33.33
  liang-2005 18.92 18.92 16.22 16.22 18.92
  risinger-2003 23.81 23.81 23.81 26.19 23.81
  tomlins-2006 15.38 15.38 14.42 14.42 14.42
  tomlins-2006-v2 17.39 17.39 17.39 17.39 17.39
DT alizadeh-2000-v1 28.57 30.95 11.90 23.81 23.81
  alizadeh-2000-v2 8.06 8.06 14.52 14.52 14.52
  alizadeh-2000-v3 25.81 27.42 25.81 20.97 20.97
  bredel-2005 40.00 38.00 44.00 44.00 44.00
  chen-2002 6.15 7.82 7.26 6.70 6.70
  garber-2001 28.18 21.21 21.21 22.73 19.70
  lapointe-2004-v1 23.64 26.36 23.64 22.73 23.64
  lapointe-2004-v2 28.99 30.43 36.23 36.23 33.33
  liang-2005 8.11 8.11 8.11 8.11 8.11
  risinger-2003 45.24 45.24 54.76 50.00 54.76
  tomlins-2006 40.38 40.38 34.62 36.54 34.62
  tomlins-2006-v2 40.22 40.22 38.04 35.87 34.78