Table 5.

Comparison among classifiers split by majority sense ratio using NB and SVM

Majority ratio	SVM classifier										NB classifier
	Inverted cross-validation							Cross-validation			Inverted cross-validation							Cross-validation
	100	50	25	20	10	5	4	2	5	10	100	50	25	20	10	5	4	2	5	10
<0.50 (7 acronyms)	42.33	53.31	64.79	67.75	73.99	77.94	79.63	82.66	82.74	83.94	39.23	52.09	62.64	65.48	72.17	76.17	78.01	79.83	80.29	81.17
0.50<& <0.60 (10 acronyms)	60.07	70.76	80.27	82.83	86.76	89.36	89.98	91.12	92.84	92.80	53.52	69.17	78.17	80.94	85.56	88.62	89.24	90.14	92.12	92.20
0.60< & <0.70(8 acronyms)	68.34	75.77	83.24	84.66	88.83	91.20	91.58	93.03	93.15	93.28	60.35	71.83	79.55	81.53	87.15	89.68	90.28	92.35	92.83	93.15
0.70< & <0.80 (10 acronyms)	74.80	79.34	83.38	84.44	87.86	90.12	90.37	92.40	92.14	92.26	67.23	76.02	81.35	82.92	87.35	89.96	90.25	91.62	92.06	92.12
0.80< & <0.90 (10 acronyms)	84.00	87.16	89.23	89.99	92.57	94.63	95.31	96.36	96.74	96.84	79.91	85.07	87.88	88.64	91.28	93.42	93.95	94.96	95.14	95.22
0.90< & <0.95 (5 acronyms)	91.72	92.44	92.90	93.02	93.88	94.99	95.83	97.36	97.04	97.00	81.83	88.99	91.12	91.72	93.45	94.43	95.27	94.04	93.52	93.32