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91%

92%

93%

94%

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10 20 30 40 50 60 70 80 90 100

overall average class accuracy

maximum value of K used in voting full induction achieves 93.8 % accuracy

The star/galaxy dataset with 2500 training points

86%

87%

88%

89%

90%

91%

92%

93%

10 20 30 40 50 60 70 80 90 100

overall average class accuracy

maximum value of K used in voting full induction achieves 89.7 % accuracy

The star/galaxy dataset with 300 training points 68%

70%

72%

74%

76%

78%

10 20 30 40 50 60 70 80 90 100

unweighted average class accuracy

maximum value of K used in voting full induction achieves 75.9 % accuracy

The hum-162 dataset with 300 training points

77%

78%

79%

80%

81%

82%

83%

84%

85%

10 20 30 40 50 60 70 80 90 100

unweighted average class accuracy

maximum value of K used in voting full induction achieves 78.2 % accuracy

The hum-162 dataset with 5024 training points

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0 50 100 150 200 250

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distance to boundary for correct classifications

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