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. 2021 Mar 29;17(3):e1008864. doi: 10.1371/journal.pcbi.1008864

Table 3. Training of DNNs for recognition of ten lineages.

Statistical summary for 80 DNN models used for classification of 28 antibodies belonging to ten family lineages using fingerprints colored according to the charge coloring code.

DNN Model Training Testing Results
‹Avala ‹Ntestb ‹Ncorrectc ‹Atestd ‹κ›e
0.97 (SD 0.03) 1000 (SD 0) 697 (SD 132) 0.71 (SD 0.12) 0.67 (SD 0.13)

a ‹Aval›; average validation accuracy.

b ‹Ntest›; average number of images in the testing sets.

c ‹Ncorrect›; average number of images in the testing sets predicted correctly.

d ‹Atest›; average accuracy in the test sets.

e ‹κ›; average value of the Cohen’s Kappa coefficient for predictions of the testing sets.