Intelligent systems in accounting, finance and managementassessing predictive performance of ann-based classifiers, страница 17

PR1: ‘no preprocessing’; PR2: ‘normalization’.

Table VII. Accuracy rates for distribution pairs’ comparison (no preprocessing)

REAL	UNIF		NORM			LOG			LAP		REAL		UNIF		NORM		LOG	LAP
TR	TR		TR			TR			TR		TS		TS		TS		TS	TS
GAO 93.02	95.84		96.39			94.82			90.09		85.24		88.57		89.46		81.19	80.41
GAM 92.86	95.84		96.60			94.99			90.00		85.48		87.86		89.64		81.43	81.02
GAA 92.92	95.78		96.49			94.80			90.16		85.48		88.93		90.00		81.43	81.22
GAU 93.30	95.76		96.43			94.82			90.19		85.95		88.75		89.82		81.19	81.02
RT1 92.22	94.92		95.48			92.70			88.12		83.49		89.11		89.46		79.92	78.10
RT2 92.43	95.04		95.45			92.70			88.06		83.97		88.57		89.52		79.92	77.76
RT3 92.41	94.84		95.52			92.53			88.06		83.81		89.05		89.52		79.29	77.89
			Table VII			I. Distribu			tion influ		ence on tra		ining
		REAL		REAL	REAL REAL					UNIF		UNIF		UNIF		NORM	NORM	LOG
		UNIF		NORM	LOG LAP					NORM		LOG		LAP		LOG	LAP	LAP
Mann–Whitney U		0.000		0.000	12.000 0.000					12.000		2.000		0.000		0.000	0.000	0.000
Wilcoxon W		28.000		28.000	40.000 28.000					40.000		30.000		28.000		28.000	28.000	28.000
Z		(3.134)		(3.130)	(1.599)			(3.134)		(1.599)		(2.881)		(3.137)		(3.134)	(3.134)	(3.137)
Asymp. sig. (2-tailed)		0.002		0.002	0.110			0.002		0.110		0.004		0.002		0.002	0.002	0.002
Exact sig.		0.001		0.001	0.128			0.001		0.128		0.002		0.001		0.001	0.001	0.001
[2 × (1-tailed sig.)] Kolmogorov–Smirnov Z		1.871		1.871	1.069			1.871		1.069		1.604		1.871		1.871	1.871	1.871
Asymp. sig. (2-tailed)		0.002		0.002	0.203			0.002		0.203		0.012		0.002		0.002	0.002	0.002
				Table I	X. Distrib			ution in		fluence o		n testing
		REAL		REAL	REAL		REAL			UNIF		UNIF		UNIF		NORM	NORM	LOG
		UNIF		NORM	LOG		LAP			NORM		LOG		LAP		LOG	LAP	LAP
Mann–Whitney U		0.000		0.000	0.000		0.000			0.000		0.000		0.000		0.000	0.000	14.000
Wilcoxon W		28.000		28.000	28.000		28.000			28.000		28.000		28.000		28.000	28.000	42.000
Z		(3.134)		(3.137)	(3.144)		(3.134)			(3.134)		(3.141)		(3.130)		(3.144)	(3.134)	(1.346)
Asymp. sig. (2-tailed)		0.002		0.002	0.002		0.002			0.002		0.002		0.002		0.002	0.002	0.178
Exact sig.		0.001		0.001	0.001		0.001			0.001		0.001		0.001		0.001	0.001	0.209
[2 × (1-tailed sig.)] Kolmogorov–Smirnov Z		1.871		1.871	1.871		1.871			1.871		1.871		1.871		1.871	1.871	0.802
Asymp. sig. (2-tailed)		0.002		0.002	0.002		0.002			0.002		0.002		0.002		0.002	0.002	0.541

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