. Author manuscript; available in PMC: 2020 Oct 9.

Published in final edited form as: Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:5838–5841. doi: 10.1109/EMBC44109.2020.9175599

TABLE VI.

Pain Change Classification

Model	Feature	Precision	Recall	F-measure
Logistic Regression	Linguistic	0.75	0.56	0.63
	Topical	0.50	0.55	0.52
	Linguistic + Topical	0.76	0.58	0.66
Decision Trees	Linguistic	0.76	0.59	0.67
	Topical	0.73	0.65	0.68
	Linguistic + Topical	0.74	0.68	0.70
Random Forest	Linguistic	0.74	0.49	0.59
	Topical	0.94	0.52	0.66
	Linguistic + Topical	0.81	0.46	0.59
FFNN	Linguistic	0.71	0.59	0.65
	Topical	0.73	0.65	0.68
	Linguistic + Topical	0.83	0.51	0.63