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Table 9 Average classification accuracies of the MVI methods for the mixed datasets

From: Adaptive multiple imputations of missing values using the class center

Dataset

Accuracy (%)

Mean/Mode

SVM

KNN

RF

CCMVI

AMICC

Abalone

17.950

17.968

18.957

19.060

20.074

30.384

Acute

93.900

96.800

98.867

96.933

98.850

99.389

Card

56.814

56.832

56.919

56.748

57.675

91.681

Contraceptive

52.986

53.101

55.458

56.451

59.589

59.249

German

69.958

70.994

70.176

69.988

71.774

83.707

Heart

54.851

54.970

55.492

54.990

56.198

86.359

Zoo

84.475

85.545

86.614

88.139

89.980

89.901

Srinagarind

73.416

73.174

74.002

73.735

74.420

81.094

Average

63.044 (6)

63.673 (5)

64.561 (3)

64.506 (4)

66.070 (2)

77.721 (1)