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Table 1 10-fold cross validation results

From: SCLpredT: Ab initio and homology-based prediction of subcellular localization by N-to-1 neural networks

    

Sequence-based models

     

Template-based model

  
  

MSA

   

MSA+SS

   

MSA+HOM

  
 

Spec

Sens

MCC

FPR

Spec

Sens

MCC

FPR

Spec

Sens

MCC

FPR

      

Fungi

      

cyto

0.38

0.20

0.22

0.04

0.34

0.24

0.23

0.05

0.39

0.46

0.35

0.08

extr

0.50

0.57

0.52

0.01

0.49

0.49

0.48

0.01

0.51

0.73

0.59

0.01

mito

0.73

0.61

0.60

0.05

0.72

0.60

0.59

0.05

0.72

0.68

0.63

0.06

nucl

0.75

0.88

0.57

0.32

0.75

0.84

0.54

0.31

0.83

0.82

0.62

0.19

orga

0.76

0.70

0.67

0.05

0.73

0.69

0.65

0.06

0.77

0.71

0.68

0.05

GC

0.56

(0.018)

  

0.52

   

0.62

(0.011)

  

Q

0.73

(0.004)

  

0.71

   

0.74

(0.005)

  
      

Animals

      

cyto

0.44

0.42

0.35

0.08

0.40

0.43

0.33

0.09

0.55

0.67

0.55

0.07

extr

0.73

0.78

0.72

0.04

0.70

0.78

0.70

0.04

0.76

0.87

0.78

0.04

mito

0.72

0.71

0.66

0.05

0.70

0.70

0.65

0.05

0.79

0.81

0.76

0.04

nucl

0.78

0.79

0.60

0.19

0.79

0.76

0.59

0.17

0.91

0.81

0.76

0.06

orga

0.62

0.58

0.54

0.06

0.58

0.57

0.50

0.07

0.73

0.73

0.68

0.04

GC

0.60

(0.005)

  

0.59

   

0.74

(0.004)

  

Q

0.70

(0.004)

  

0.68

   

0.79

(0.003)

  
      

Plants

      

chlo

0.68

0.63

0.55

0.10

0.66

0.62

0.53

0.10

0.69

0.62

0.55

0.09

cyto

0.53

0.54

0.40

0.13

0.47

0.49

0.33

0.16

0.54

0.54

0.41

0.13

extr

0.41

0.45

0.41

0.02

0.42

0.34

0.36

0.01

0.41

0.49

0.43

0.02

mito

0.40

0.37

0.32

0.06

0.39

0.31

0.28

0.05

0.39

0.39

0.32

0.07

nucl

0.60

0.67

0.51

0.14

0.59

0.64

0.49

0.13

0.67

0.69

0.58

0.11

orga

0.65

0.59

0.54

0.07

0.59

0.62

0.51

0.09

0.61

0.62

0.53

0.09

GC

0.49

(0.008)

  

0.45

   

0.50

(0.011)

  

Q

0.58

(0.005)

  

0.56

   

0.60

(0.004)

  
  1. Results on Fungi, Animal and Plant by all three architectures (MSA, MSA+SS and MSA+HOM) measured in 10-fold cross-validation on the reduced_dataset (see text for details). Best results are in bold. Standard deviations for MSA and MSA+HOM global results are in brackets.