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Table 2 Model comparison on gp120_Benchmark_1 dataset

From: Hierarchical kernel mixture models for the prediction of AIDS disease progression using HIV structural gp120 profiles

Models

MSERP

MSESP

MSELTNP

MSEOverall

CCI

STD

TBM

SV-HMM

38.02

30.46

45.57

30.21

67.82

0.8

2.62

HMESVM

36.35

24.13

44.43

29.76

69.38

1.9

1.35

SVMLIB

54.53

20.68

44.43

32.65

67.39

1.1

0.17

DecorateSVM

81.82

10.34

55.55

32.88

65.31

2.7

3.02

MLP

72.43

27.59

55.57

27.27

57.14

4.2

4.14

RBFN

63.63

27.58

77.78

29.32

55.10

3.8

0.06

Logistic

63.63

34.48

66.66

31.35

53.06

1.0

0.11

J48

90.91

37.93

66.67

37.77

44.90

3.0

0.01

  1. The final CCI value was calculated based on the average of all the prediction accuracies ob-served during the tenfold validation process. MSE, TBM and STD (ST Deviation obtained from ten sub-samples) indicate the accuracy, complexity and stability of the model respectively.
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BMC Genomics

ISSN: 1471-2164

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