. Author manuscript; available in PMC: 2018 Aug 1.

Published in final edited form as: J Biomed Inform. 2017 Jun 27;72:23–32. doi: 10.1016/j.jbi.2017.06.019

Table A.5.

Precision [P.], recall [R.], F1 score [F₁] results using mutual information.

% of feature space	Total # of features	Naïve Bayes			SVM (linear kernel)			SVM (RBF kernel)			MaxEnt
% of feature space	Total # of features	P.	R.	F₁	P.	R.	F₁	P.	R.	F₁	P.	R.	F₁

75.00	34,272	0.761	0.635	0.688	0.739	0.771	0.752	0.727	0.821	0.770	0.746	0.767	0.754
50.00	22,848	0.738	0.624	0.674	0.738	0.767	0.749	0.728	0.825	0.772	0.749	0.763	0.753
25.00	11,424	0.819	0.609	0.693	0.761	0.767	0.760	0.717	0.810	0.759	0.753	0.775	0.761
10.00	4,569	0.792	0.581	0.660	0.753	0.779	0.763	0.701	0.779	0.737	0.742	0.748	0.741
5.00	2,284	0.699	0.488	0.567	0.746	0.799	0.770	0.684	0.799	0.735	0.717	0.763	0.738
1.00	1142	0.676	0.542	0.595	0.705	0.775	0.738	0.657	0.810	0.723	0.685	0.760	0.720
0.50	456	0.688	0.728	0.705	0.685	0.782	0.729	0.637	0.830	0.720	0.671	0.786	0.723
0.10	228	0.628	0.821	0.710	0.703	0.763	0.731	0.618	0.841	0.711	0.650	0.771	0.705
0.05	45	0.561	0.856	0.677	0.767	0.767	0.703	0.596	0.899	0.715	0.611	0.806	0.694

Note: Performance of shaded region is not significantly different from the top overall model (i.e., F1 of 77.4%).