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Table 2 Prediction Accuracy as a Function of the Number of Hidden Layer Nodes under a Variation Threshold of 15% in Three Datasets

From: Artificial neural networks for the prediction of peptide drift time in ion mobility mass spectrometry

Hidden layer nodes

Prediction accuracy

 

C1

C2

C3

1

0.771 ± 0.053a

0.835 ± 0.059

0.712 ± 0.027

2

0.888 ± 0.023

0.936 ± 0.014

0.758 ± 0.028

3

0.944 ± 0.045

0.936 ± 0.009

0.742 ± 0.023

4

0.939 ± 0.023

0.929 ± 0.016

0.697 ± 0.020

5

0.922 ± 0.013

0.940 ± 0.004

0.742 ± 0.036

  1. aThe performance values consist of two measurements. One is the integrative prediction accuracy of five repeat experiments based on the variation threshold, and the other is the standard deviation of those accuracies.