EkP+C4.5 on 16 UCI datasets

% 25/11/2009 11:11

Accuracy

	Appendicitis		Breast C.W.		Horse Colic		Credit rating		German credit		Pima Indians Diabetes		Glass		Cleveland heart		Hungarian heart		Statlog heart		Hepatitis		Labor		Lymphography		Primary Tumor		Sonar		Voting		Zoo		Iris		Wine
	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.
C4.5	85.32	10.39	68.56	8.70	79.61	5.99	84.16	3.99	71.05	4.14	73.23	4.11	68.56	10.55	78.10	7.31	80.56	7.27	77.37	7.66	81.33	10.62	82.80	12.58	75.77	11.51	40.32	7.84	74.83	10.70	95.01	3.07	92.76	8.71	93.60	6.56	92.03	7.07
EkPs60p-10	84.12	10.33	73.64	7.85	84.58	5.90	85.54	3.67	70.72	4.67	73.69	3.96	58.39	10.58	77.54	7.01	78.62	7.65	78.63	8.25	80.23	9.92	82.10	13.58	76.89	11.03	32.65	8.19	71.30	9.75	95.19	3.00	71.12	14.68	92.40	6.29	85.74	9.04
ENRBF	80.29	18.50	58.80	12.00	77.02	7.81	70.43	11.83	60.05	6.10	70.71	7.07	59.07	11.53	72.34	9.40	73.43	10.87	72.07	9.30	64.57	17.00	56.10	25.38	69.26	13.75	34.64	8.43	59.35	12.00	91.02	11.21	70.00	15.36	62.80	12.54	78.00	12.72
DROP3	83.03	11.25	65.32	12.11	80.26	6.54	80.97	5.96	66.63	6.92	71.09	5.72	51.41	14.09	76.16	9.38	74.02	11.31	73.37	9.10	79.88	11.12	77.80	18.82	72.00	12.51	27.34	7.86	66.92	10.60	95.24	3.31	67.29	15.69	90.40	8.44	77.05	11.24
ICF	82.03	12.07	66.04	9.26	75.98	7.44	83.16	4.62	66.83	4.75	69.62	7.14	61.70	10.48	74.16	9.63	74.96	9.86	73.22	9.19	78.06	10.85	76.93	19.27	72.96	12.36	37.38	8.06	71.70	11.27	94.66	3.22	83.97	14.08	93.60	6.21	76.44	12.06
CNN	79.95	14.08	61.71	9.96	74.57	7.15	73.75	5.24	64.64	5.11	71.10	6.09	60.61	12.02	70.63	8.75	73.64	9.46	71.78	8.61	67.38	15.98	80.97	17.50	72.54	11.11	36.40	8.78	66.51	11.06	90.92	5.75	92.16	8.88	80.93	13.10	83.17	10.70
GE	84.11	11.08	67.96	8.17	79.61	5.99	84.29	4.08	71.05	4.14	73.53	4.07	68.98	9.87	78.00	7.21	80.53	7.39	77.89	7.99	81.48	10.66	83.47	12.59	75.77	11.51	40.32	7.84	74.74	10.90	95.01	3.07	92.76	8.71	93.87	6.54	91.90	6.97
ENN	83.63	10.87	70.28	8.10	81.23	6.31	85.38	3.99	73.48	4.15	74.90	4.41	68.17	9.61	80.67	7.38	78.53	7.91	79.26	6.60	82.12	9.35	81.53	13.74	76.62	11.31	39.57	8.48	76.50	9.47	95.72	2.72	84.87	13.61	94.53	5.87	89.94	7.36

statistically significant improvement, significant degradation

Compression

	Appendicitis		Breast C.W.		Horse Colic		Credit rating		German credit		Pima Indians Diabetes		Glass		Cleveland heart		Hungarian heart		Statlog heart		Hepatitis		Labor		Lymphography		Primary Tumor		Sonar		Voting		Zoo		Iris		Wine
	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.
C4.5	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00	100.00	0.00
EkPs60p-10	8.39	0.04	9.32	0.02	9.66	0.01	9.98	0.00	10.00	0.00	9.84	0.01	7.27	0.02	9.17	0.02	9.45	0.02	9.88	0.00	9.32	0.69	7.80	0.07	9.01	0.03	7.21	0.01	9.62	0.02	9.71	0.01	7.70	0.03	8.89	0.00	9.36	0.02
ENRBF	5.19	1.72	14.72	1.70	9.41	1.18	4.27	0.66	9.99	0.69	11.06	1.08	20.27	2.20	9.07	1.18	9.13	1.52	7.59	1.34	7.10	1.66	9.64	4.16	14.64	2.52	16.56	1.70	13.47	1.50	5.64	1.13	19.99	1.63	12.52	1.62	12.76	2.17
DROP3	7.45	1.13	5.48	2.14	13.09	2.22	5.91	0.89	11.01	1.17	12.29	1.50	20.04	2.86	13.20	1.89	8.14	2.14	12.00	1.58	10.62	2.52	15.28	3.28	20.11	3.22	7.00	2.02	24.87	2.65	3.24	0.79	21.16	5.46	9.70	1.41	11.77	1.60
ICF	20.41	5.00	30.27	2.93	24.27	2.20	22.19	2.10	23.99	1.26	23.06	1.20	36.21	2.45	20.48	1.90	20.02	2.32	24.72	2.50	13.03	2.41	29.07	8.76	34.09	3.44	44.34	2.31	37.54	2.11	19.07	4.01	47.72	3.06	29.84	4.37	13.23	2.00
CNN	36.83	3.70	55.08	2.38	49.89	2.40	33.77	1.32	51.90	1.22	50.30	1.46	53.64	2.17	41.12	2.22	38.15	2.29	43.39	2.66	34.17	2.52	36.92	6.07	48.14	2.93	78.84	1.55	41.12	2.83	16.19	1.68	73.31	2.18	15.74	2.21	15.25	2.62
GE	54.99	3.53	98.07	0.72	100.00	0.03	99.23	0.30	100.00	0.00	94.62	0.58	91.34	1.30	98.25	0.37	92.91	1.60	98.45	0.65	94.82	1.85	91.99	3.09	100.00	0.00	100.00	0.00	99.99	0.05	100.00	0.00	93.40	1.89	32.15	2.03	83.88	1.92
ENN	92.59	1.16	81.17	1.56	85.26	1.21	90.43	0.49	84.21	0.52	85.70	0.73	81.12	1.44	89.24	1.03	88.68	1.01	89.67	1.01	88.86	1.22	93.70	2.05	90.62	1.37	59.15	2.11	92.04	1.27	95.78	0.66	64.35	1.98	96.63	0.43	97.16	0.56

statistically significant improvement, significant degradation

Rules

	Appendicitis		Breast C.W.		Horse Colic		Credit rating		German credit		Pima Indians Diabetes		Glass		Cleveland heart		Hungarian heart		Statlog heart		Hepatitis		Labor		Lymphography		Primary Tumor		Sonar		Voting		Zoo		Iris		Wine
	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.	mean	std.
C4.5	3.20	0.67	18.73	4.05	19.97	3.28	29.96	3.43	69.10	6.21	7.71	1.71	15.54	1.83	20.29	2.78	16.07	2.55	17.99	2.53	9.38	1.56	3.40	0.71	11.29	2.09	46.72	3.99	7.29	1.07	8.82	2.63	7.66	0.52	4.00	1.11	4.52	0.72
EkPs60p-10	2.04	0.20	3.14	0.45	3.52	0.67	5.07	0.92	8.49	2.12	4.76	1.44	3.81	0.68	3.88	0.56	3.81	1.24	3.98	0.60	2.22	0.48	2.00	0.00	3.03	0.22	6.49	1.18	2.25	0.44	3.82	0.72	3.00	0.00	3.00	0.00	3.00	0.00
ENRBF	1.83	0.38	4.18	1.92	3.04	0.98	4.31	1.08	11.82	2.32	5.10	1.47	5.22	0.60	4.14	0.95	3.58	1.11	3.37	0.95	2.38	0.63	1.66	0.61	3.51	0.95	12.18	1.65	2.73	0.69	3.15	1.23	3.88	0.43	2.07	0.29	3.44	0.59
DROP3	2.00	0.00	2.39	0.80	2.35	0.67	3.90	1.46	10.35	2.15	5.67	1.91	6.83	1.41	4.35	0.95	3.06	1.08	3.64	1.02	2.30	0.61	2.01	0.10	2.73	0.74	5.79	1.73	3.17	0.65	2.01	0.10	3.65	0.74	3.00	0.00	3.00	0.00
ICF	2.28	0.49	7.20	2.16	5.94	2.00	11.36	1.71	23.89	3.39	3.73	1.27	9.52	0.86	8.44	1.61	6.09	1.69	8.33	1.49	3.13	1.09	2.21	0.46	5.95	1.51	22.46	2.72	4.43	0.59	5.01	1.48	6.34	0.74	3.15	0.41	3.16	0.37
CNN	1.87	0.85	15.15	3.67	16.31	3.12	23.86	3.14	54.24	5.51	3.61	1.58	13.82	2.23	16.10	2.30	13.21	2.35	14.49	2.18	8.04	1.68	2.71	0.71	8.44	1.97	44.99	3.91	5.25	0.95	7.64	1.65	7.63	0.51	3.83	0.88	3.64	0.48
GE	3.13	0.63	17.53	3.90	19.97	3.28	30.26	3.24	69.10	6.21	7.40	1.61	15.57	2.25	20.40	3.01	15.85	2.62	17.96	2.55	9.53	1.64	3.40	0.70	11.29	2.09	46.72	3.99	7.27	1.07	8.82	2.63	7.66	0.52	4.01	1.03	4.40	0.55
ENN	3.63	1.13	11.18	3.84	11.32	1.93	14.70	2.04	38.86	3.45	9.47	1.98	10.50	0.93	12.08	1.77	9.55	2.25	12.32	1.93	4.68	1.21	3.01	0.73	8.83	1.89	24.71	2.81	6.38	0.90	6.14	1.78	6.40	0.72	3.10	0.33	3.95	0.80

statistically significant improvement, significant degradation