Algorithm

Set

Solar

Breast Cancer

Crab Gender

Ovarian Cancer

Thyroid Function

Parkinson Disease

Ionosphere

LMA

Training

75.7%

100%

100%

100%

99.4%

100%

100%

Test

75.5%

90.1%

91.4%

89.9%

90.2%

81.3%

88.3%

QPSO-LMA

Training

80.9%

100%

100%

100%

99.4%

100%

100%

Test

81.0%

93.4%

93.9%

94.0%

93.6%

84.2%

89.7%

LDA

Training

70.0%

90.1%

91.1%

90.1%

91.6%

90.9%

95.8%

Test

69.7%

84.8%

88.5%

72.9%

90.7%

80.4%

85.1%

NB

Training

66.8%

93.4%

80.9%

91.6%

92.1%

88.7%

94.3%

Test

61.0%

90.7%

73.3%

90.7%

91.9%

76.2%

86.7%

DT

Training

75.7%

92.4%

96.0%

90.2%

92.6%

84.9%

90.2%

Test

71.2%

91.7%

87.0%

85.1%

91.4%

79.3%

83.9%

SVM

Training

76.9%

94.1%

95.0%

96.3%

92.8%

92.8%

91.3%

Test

74.3%

92.2%

91.0%

92.5%

92.1%

83.4%

87.8%

RF

Training

77.8%

94.0%

90.8%

97.8%

93.0%

88.9%

90.1%

Test

75.5%

90.8%

86.0%

87.8%

92.7%

80.4%

88.1%

ABC-LMA

Training

71.0%

93.8%

92.9%

91.2%

94.6%

81.7%

93.2%

Test

79.2%

89.4%

90.1%

88.7%

90.3%

79.8%

85.7%

APSO-LMA

Training

77.1%

99.9%

95.5%

93.9%

91.0%

97.1%

96.8%

Test

78.1%

90.2%

92.0%

90.2%

92.5%

80.8%

88.4%