. Author manuscript; available in PMC: 2017 Aug 1.

Published in final edited form as: J Biomed Inform. 2016 May 13;62:21–31. doi: 10.1016/j.jbi.2016.05.004

Table 8.

AUC values of all classifiers for the codebooks of different size. Highest value for each codebook size across all models is highlighted in boldface.

Model	17 Classes	20 Classes	41 Classes
NB-M	0.714	0.712	0.730
J48	0.613	0.606	0.629
AdaBoost	0.764	0.754	0.755
RF	0.747	0.702	0.706
DiscLDA	0.622	0.618	0.637
CNN	0.760	0.733	0.727
CRF	0.739	0.724	0.745
SVM	0.758	0.750	0.746
SVM-AF	0.816	0.802	0.778