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Table 6 Prediction results of subcellular localization of the ZW225 dataset by selecting different dimensionality reduction methods and different dimensions

From: Prediction of subcellular location of apoptosis proteins by incorporating PsePSSM and DCCA coefficient based on LFDA dimensionality reduction

 

Dimensions

Algorithms

Jackknife test (%)

10

20

30

40

50

60

70

80

90

100

PCA

74.2

79.1

85.8

84.9

83.6

81.3

78.7

78.2

77.8

74.7

Laplacian

69.3

80.0

82.2

80.9

82.2

77.8

73.8

72.0

68.0

67.1

AKPCA

74.7

82.2

84.0

86.2

84.9

83.1

80.9

80.9

77.3

78.2

LFDA

99.6

99.6

99.6

99.6

99.6

99.6

99.6

99.6

99.1

99.1