Performance Evaluation of the Machine Learning Algorithms Used in Inference Mechanism of a Medical Decision Support System

Table 7

Classification accuracies with datasets having 2000 samples (%).

	ZR	NB	MLP	SL	SMO	IBK	BS	BG	J48	RF	RT
BP	45.40	47.37	45.63	46.88	46.64	46.31	45.40	46.93	47.08	46.38	46.62
CVP	69.30	88.65	88.48	88.64	88.65	88.46	86.80	88.60	88.55	88.53	88.63
ExpCO2	66.65	80.15	79.19	80.25	80.23	78.96	70.24	79.98	80.03	79.42	79.99
History	94.15	98.45	98.40	98.43	98.45	98.12	98.42	98.45	98.45	98.43	98.45
HRBP	49.75	66.47	66.72	66.57	66.78	66.57	58.20	67.12	67.41	66.71	67.20
HREKG	48.80	65.26	63.92	65.00	64.85	64.79	57.25	64.91	64.60	65.10	64.52
HRSat	48.95	65.05	64.41	65.03	65.58	65.40	57.40	64.90	65.26	65.51	64.95
MinVol	77.70	88.02	87.44	87.99	87.93	86.91	82.00	88.04	88.01	87.59	88.03
PAP	88.95	89.90	89.43	89.88	89.86	89.38	89.90	89.90	89.90	89.53	89.90
PCWP	65.45	86.95	86.53	86.95	86.95	86.67	83.55	86.95	86.95	86.67	86.95
Press	78.20	89.68	89.62	90.03	90.07	89.27	82.80	90.11	90.00	89.73	90.00