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Table 1 Improvements in prediction accuracy.

From: Predicting dihedral angle probability distributions for protein coil residues from primary sequence using neural networks

AA-type

Property

G AA-type

NN Prediction

Improvement

arg

I

9.7%

13.6%

40.2%

asn

I

8.3%

13.3%

60.2%

asp

I

8.2%

13.7%

67.1%

gln

I

8.7%

13.3%

52.9%

glu

I

10.6%

15.1%

42.5%

his

I

7.7%

12.0%

55.8%

lys

I

9.7%

14.9%

53.6%

ser

I

10.9%

16.5%

51.4%

thr

I

9.1%

15.3%

68.1%

gly

-

15.0%

16.2%

8.0%

ala

O

12.4%

17.3%

39.5%

cys

O

10.5%

14.0%

33.3%

ile

O

14.3%

15.3%

7.0%

leu

O

12.5%

16.0%

28.0%

met

O

9.8%

12.3%

25.5%

phe

O

10.4%

12.6%

21.2%

pro

O

21.4%

27.0%

26.2%

trp

O

13.5%

15.2%

12.6%

tyr

O

9.4%

12.0%

27.7%

val

O

13.7%

14.2%

3.6%

  1. Prediction accuracy of the neural network is compared to a lower bound derived from a purely statistical analysis of the data set. 'O' and 'I' in the "property" column denotes hydrophobic and hydrophilic residues respectively.