Andreas Hess // Projects // Triskel // Table

Performance Comparison for Triskel

Symbols denote statistical significance at the 0.05 confidence level, compared to 10 rounds of AdaBoost as the baseline.

Accuracy

Dataset	Ada-10	SMO	Triskel-M1	Triskel-1	Triskel-W2	Triskel-W4	Ada-3	Ada-50
anneal	99.13	97.46 *	97.90 *	97.85 *	99.07	99.39	99.02	98.99
anneal.ORIG	90.04	87.44 *	95.83 ◊	94.04 ◊	94.21 ◊	94.11 ◊	91.11	90.42
audiology	81.39	80.77	80.10	79.58	80.28	80.42	81.43	81.39
autos	76.35	71.34	70.27 *	71.31	76.73	76.59	74.95	75.92
balance-scale	89.09	87.57	87.63	87.78	88.05	91.65 ◊	87.73	89.09
Glass	62.23	57.36	56.94 *	61.95	63.40	63.41	60.66	62.33
hypothyroid	96.15	93.58 *	93.87 *	95.27 *	95.04 *	95.91	95.62 *	96.35
lymphography	85.32	86.48	85.00	84.73	84.87	84.40	86.28	85.19
primary-tumor	42.96	47.09	47.44 ◊	45.23	45.05	42.93	43.93	42.72
segment	94.11	92.92 *	93.61	94.31	95.08 ◊	95.95 ◊	93.66	94.48
soybean	93.28	93.10	92.56	92.65	92.93	92.71	93.32	93.29
vehicle	77.53	74.08 *	74.15 *	75.40 *	77.39	79.48	75.30 *	79.21 ◊
vowel	92.27	70.61 *	70.60 *	83.71 *	90.00 *	93.80	89.91 *	94.08 ◊
waveform	86.45	86.48	86.49	86.43	86.44	86.36	86.50	86.44
zoo	96.05	96.05	95.08	95.15	96.05	96.05	96.05	96.05

Training Time

Dataset	Ada-10	SMO	Triskel-M1	Triskel-1	Triskel-W2	Triskel-W4	Ada-3	Ada-50
anneal	13.78	4.45 *	5.66 *	12.92	25.07 ◊	48.32 ◊	7.15 *	34.50 ◊
anneal.ORIG	38.52	4.17 *	5.46 *	11.64 *	23.87 *	46.41 ◊	10.79 *	95.87 ◊
audiology	172.62	85.02 *	58.79 *	538.19 ◊	1069.06 ◊	1065.85 ◊	120.83 *	140.52 *
autos	36.24	5.05 *	8.54 *	16.97 *	30.37 *	56.23 ◊	11.17 *	130.76 ◊
balance-scale	12.27	0.99 *	2.36 *	3.34 *	5.45 *	9.72 *	3.22 *	15.88 ◊
Glass	39.10	4.73 *	8.05 *	15.67 *	26.58 *	46.96 ◊	12.33 *	106.23 ◊
hypothyroid	135.19	16.83 *	9.63 *	12.84 *	39.87 *	70.09 *	38.24 *	289.24 ◊
lymphography	1.47	1.95 ◊	2.56 ◊	6.59 ◊	10.73 ◊	18.91 ◊	2.83 ◊	22.25 ◊
primary-tumor	449.42	68.11 *	75.35 *	280.41 *	542.17 ◊	1204.90 ◊	145.22 *	1683.63 ◊
segment	56.43	8.06 *	11.43 *	26.84 *	52.77 *	116.10 ◊	16.85 *	132.11 ◊
soybean	174.30	61.49 *	37.30 *	289.36 ◊	604.43 ◊	779.23 ◊	80.45 *	148.99 *
vehicle	35.14	1.87 *	4.80 *	6.90 *	13.01 *	25.63 *	7.28 *	90.06 ◊
vowel	171.23	21.12 *	30.98 *	62.61 *	128.49 *	272.55 ◊	44.11 *	676.99 ◊
waveform	217.95	5.14 *	11.19 *	8.30 *	29.34 *	78.60 *	47.36 *	361.99 ◊
zoo	1.85	7.15 ◊	6.48 ◊	21.96 ◊	39.91 ◊	88.39 ◊	7.31 ◊	7.87 ◊