Table 2 Experimental results on the complete label.

From: Soft-label recover based label-specific features learning

Data sets	Metrics	SLR-LSF	SLR-LSF-SVM	GLSFL-LDCM	LSR-LSF	LLSF	GroPLE	LSF-CI
Birds	HL↓	0.0502 ± 0.0070	0.0487 ± 0.0047	0.0515 ± 0.0045	0.0548 ± 0.0033	0.0506 ± 0.0041	0.0609 ± 0.0040	0.0647 ± 0.0063
	AP↑	0.7646 ± 0.0381	0.7707 ± 0.0205	0.7517 ± 0.0216	0.7478 ± 0.0419	0.7582 ± 0.0350	0.7225 ± 0.0140	0.6302 ± 0.0165
	OE↓	0.2837 ± 0.0467	0.2760 ± 0.0349	0.3085 ± 0.0210	0.3101 ± 0.0678	0.2915 ± 0.0385	0.3225 ± 0.0211	0.4062 ± 0.0233
	RL↓	0.0953 ± 0.0205	0.0930 ± 0.0093	0.1007 ± 0.0092	0.0987 ± 0.0227	0.0962 ± 0.0232	0.1344 ± 0.0121	0.2206 ± 0.0168
	CV↓	0.1457 ± 0.0287	0.1437 ± 0.0214	0.1522 ± 0.0162	0.1478 ± 0.0222	0.1471 ± 0.0322	0.1955 ± 0.0172	0.2739 ± 0.0156
Arts	HL↓	0.0546 ± 0.0013	0.0532 ± 0.0016	0.0600 ± 0.0147	0.0551 ± 0.0006	0.0566 ± 0.0009	0.0560 ± 0.004	0.0561 ± 0.0013
	AP↑	0.6359 ± 0.0092	0.6303 ± 0.0100	0.5856 ± 0.1048	0.6229 ± 0.0113	0.5852 ± 0.0147	0.6195 ± 0.0041	0.5451 ± 0.0100
	OE↓	0.3378 ± 0.0156	0.3468 ± 0.0148	0.3342 ± 0.0056	0.3526 ± 0.0145	0.4080 ± 0.0094	0.6941 ± 0.0253	0.4614 ± 0.0072
	RL↓	0.1167 ± 0.0058	0.1153 ± 0.0043	0.1314 ± 0.0098	0.1323 ± 0.0035	0.1841 ± 0.0106	0.1273 ± 0.0028	0.2621 ± 0.0106
	CV↓	0.1817 ± 0.0081	0.1766 ± 0.0070	0.2091 ± 0.0117	0.2018 ± 0.0042	0.2650 ± 0.0117	0.1958 ± 0.0056	0.3448 ± 0.0107
Computers	HL↓	0.0334 ± 0.0006	0.0336 ± 0.0007	0.0387 ± 0.0060	0.0351 ± 0.0012	0.0389 ± 0.0010	0.5194 ± 0.0314	0.0415 ± 0.0018
	AP↑	0.7218 ± 0.0110	0.7184 ± 0.0119	0.6478 ± 0.0627	0.7079 ± 0.0072	0.6575 ± 0.0064	0.3825 ± 0.0243	0.5839 ± 0.0059
	OE↓	0.3378 ± 0.0156	0.3468 ± 0.0148	0.3342 ± 0.0056	0.3526 ± 0.0145	0.4080 ± 0.0094	0.6941 ± 0.0253	0.4614 ± 0.0072
	RL↓	0.0738 ± 0.0041	0.0686 ± 0.0045	0.1051 ± 0.0051	0.0898 ± 0.0043	0.1229 ± 0.0059	0.3749 ± 0.0256	0.2299 ± 0.0126
	CV↓	0.1119 ± 0.0048	0.1048 ± 0.0051	0.1648 ± 0.0079	0.1304 ± 0.0061	0.1720 ± 0.0088	0.4326 ± 0.0224	0.2888 ± 0.0170
Education	HL↓	0.0371 ± 0.0008	0.0376 ± 0.0010	0.0421 ± 0.0122	0.0381 ± 0.0005	0.0414 ± 0.0007	0.0720 ± 0.0009	0.0418 ± 0.0012
	AP↑	0.6486 ± 0.0086	0.6403 ± 0.0112	0.5872 ± 0.1120	0.6351 ± 0.0049	0.5805 ± 0.0069	0.5841 ± 0.0116	0.5290 ± 0.0166
	OE↓	0.4528 ± 0.0153	0.4686 ± 0.0095	0.4440 ± 0.0119	0.4646 ± 0.0026	0.5090 ± 0.0070	0.4902 ± 0.0150	0.5290 ± 0.0166
	RL↓	0.0816 ± 0.0038	0.0722 ± 0.0050	0.1215 ± 0.0149	0.0994 ± 0.0044	0.1642 ± 0.0065	0.1981 ± 0.0114	0.2486 ± 0.0081
	CV↓	0.1208 ± 0.0074	0.1019 ± 0.0074	0.1799 ± 0.0249	0.1444 ± 0.0053	0.2215 ± 0.0068	0.2665 ± 0.0154	0.3133 ± 0.0115
Image	HL↓	0.2010 ± 0.0142	0.1883 ± 0.0133	0.2137 ± 0.0030	0.2450 ± 0.0064	0.1957 ± 0.0117	0.2000 ± 0.0081	0.2145 ± 0.0115
	AP↑	0.7666 ± 0.0281	0.7724 ± 0.0330	0.7457 ± 0.0126	0.7437 ± 0.0238	0.7774 ± 0.0280	0.7478 ± 0.0300	0.6856 ± 0.0153
	OE↓	0.3750 ± 0.0435	0.3583 ± 0.0545	0.4050 ± 0.0270	0.4100 ± 0.0385	0.3460 ± 0.0241	0.3883 ± 0.0488	0.4670 ± 0.0259
	RL↓	0.1831 ± 0.0227	0.1849 ± 0.0263	0.2004 ± 0.0067	0.2014 ± 0.0242	0.1845 ± 0.0293	0.2179 ± 0.0266	0.1471 ± 0.0107
	CV↓	0.1970 ± 0.0131	0.2003 ± 0.0231	0.2130 ± 0.0089	0.2133 ± 0.0219	0.2001 ± 0.0230	0.2263 ± 0.0194	0.2874 ± 0.0218
Enron	HL↓	0.0494 ± 0.0044	0.0482 ± 0.0009	0.0481 ± 0.0087	0.0462 ± 0.0015	0.0553 ± 0.0020	0.1462 ± 0.0246	0.0664 ± 0.0066
	AP↑	0.7173 ± 0.0080	0.6845 ± 0.0078	0.6635 ± 0.1003	0.7061 ± 0.0120	0.6609 ± 0.0085	0.5099 ± 0.0089	0.6539 ± 0.0060
	OE↓	0.2186 ± 0.0187	0.2779 ± 0.0145	0.2057 ± 0.0193	0.2209 ± 0.0102	0.2650 ± 0.0147	0.4301 ± 0.0124	0.2644 ± 0.0114
	RL↓	0.0746 ± 0.0027	0.0853 ± 0.0061	0.0846 ± 0.0085	0.0846 ± 0.0059	0.1258 ± 0.0059	0.2368 ± 0.0137	0.1109 ± 0.0023
	CV↓	0.2223 ± 0.0066	0.2425 ± 0.0128	0.2471 ± 0.0202	0.2405 ± 0.0115	0.3154 ± 0.0156	0.5102 ± 0.7442	0.2779 ± 0.0045
Ref	HL↓	0.0252 ± 0.0010	0.0247 ± 0.0009	0.0430 ± 0.0119	0.0293 ± 0.0006	0.0280 ± 0.0006	0.0722 ± 0.0035	0.0298 ± 0.0006
	AP↑	0.7253 ± 0.0114	0.7292 ± 0.0085	0.5663 ± 0.0967	0.7119 ± 0.0115	0.6634 ± 0.0129	0.6477 ± 0.0076	0.5929 ± 0.0173
	OE↓	0.3558 ± 0.0179	0.3490 ± 0.0127	0.3590 ± 0.0062	0.3736 ± 0.0145	0.4020 ± 0.0144	0.4202 ± 0.0094	0.4692 ± 0.0178
	RL↓	0.0694 ± 0.0050	0.0591 ± 0.0039	0.0711 ± 0.0028	0.0878 ± 0.0053	0.1398 ± 0.0087	0.1700 ± 0.0052	0.2426 ± 0.0149
	CV↓	0.0895 ± 0.0082	0.0752 ± 0.0059	0.1092 ± 0.0136	0.1118 ± 0.0067	0.1705 ± 0.0104	0.2045 ± 0.0043	0.2745 ± 0.0171
Genbase	HL↓	0.0017 ± 0.0007	0.0011 ± 0.0007	0.0006 ± 0.0003	0.0027 ± 0.0012	0.4130 ± 0.2064	0.0004 ± 0.0003	0.0040 ± 0.0012
	AP↑	0.9959 ± 0.0032	0.9956 ± 0.0034	0.9988 ± 0.0012	0.9971 ± 0.0022	0.3133 ± 0.1597	0.9978 ± 0.0025	0.9966 ± 0.0034
	OE↓	0.0015 ± 0.0031	0.0000 ± 0.0000	0.0030 ± 0.0029	0.0000 ± 0.0000	0.4461 ± 0.2239	0.0015 ± 0.0031	0.0015 ± 0.0030
	RL↓	0.0017 ± 0.0019	0.0043 ± 0.0030	0.0001 ± 0.0001	0.0013 ± 0.0010	0.0645 ± 0.0300	0.0009 ± 0.0015	0.0018 ± 0.0030
	CV↓	0.0126 ± 0.0037	0.0175 ± 0.0055	0.0085 ± 0.0012	0.0120 ± 0.0043	0.5709 ± 0.2143	0.0109 ± 0.0028	0.0101 ± 0.0016
Medical	HL↓	0.0109 ± 0.0002	0.0102 ± 0.0008	0.0217 ± 0.0089	0.0137 ± 0.0009	0.0166 ± 0.0070	0.0220 ± 0.0023	0.0219 ± 0.0059
	AP↑	0.9100 ± 0.0071	0.9015 ± 0.0172	0.7660 ± 0.1098	0.8909 ± 0.0077	0.8668 ± 0.0190	0.8570 ± 0.0123	0.8696 ± 0.0107
	OE↓	0.1237 ± 0.0177	0.1186 ± 0.0178	0.1430 ± 0.0293	0.1514 ± 0.0075	0.1697 ± 0.0208	0.1918 ± 0.0285	0.1605 ± 0.0199
	RL↓	0.0148 ± 0.0035	0.0273 ± 0.0047	0.0326 ± 0.0054	0.0168 ± 0.0035	0.0442 ± 0.0116	0.0401 ± 0.0091	0.0479 ± 0.0033
	CV↓	0.0255 ± 0.0035	0.0432 ± 0.0057	0.0546 ± 0.0098	0.0272 ± 0.0048	0.0580 ± 0.0130	0.0538 ± 0.0120	0.0561 ± 0.0074
Science	HL↓	0.0314 ± 0.0007	0.0310 ± 0.0011	0.0304 ± 0.0007	0.0322 ± 0.0004	0.0348 ± 0.0007	0.0797 ± 0.0013	0.0348 ± 0.0007
	AP↑	0.6172 ± 0.0071	0.6176 ± 0.0174	0.6161 ± 0.0107	0.6096 ± 0.0088	0.5521 ± 0.0105	0.5623 ± 0.0066	0.5166 ± 0.0116
	OE↓	0.4774 ± 0.0104	0.4688 ± 0.0187	0.4626 ± 0.0130	0.4808 ± 0.0132	0.5274 ± 0.0075	0.5056 ± 0.0130	0.5512 ± 0.0191
	RL↓	0.1022 ± 0.0037	0.0947 ± 0.0081	0.1222 ± 0.0083	0.1179 ± 0.0050	0.1774 ± 0.0083	0.1916 ± 0.0059	0.2473 ± 0.0056
	CV↓	0.1433 ± 0.0057	0.1303 ± 0.0090	0.1756 ± 0.0150	0.1635 ± 0.0061	0.2296 ± 0.0087	0.2477 ± 0.0073	0.3027 ± 0.0065
Society	HL↓	0.0513 ± 0.0012	0.0524 ± 0.0014	0.0507 ± 0.0009	0.0527 ± 0.0013	0.0578 ± 0.0011	0.1183 ± 0.0026	0.0587 ± 0.0010
	AP↑	0.6475 ± 0.0066	0.6439 ± 0.0098	0.6417 ± 0.0079	0.6376 ± 0.0067	0.5930 ± 0.0071	0.5625 ± 0.0048	0.5254 ± 0.0126
	OE↓	0.3860 ± 0.0141	0.3860 ± 0.0155	0.3866 ± 0.0183	0.3984 ± 0.0123	0.4462 ± 0.0099	0.4656 ± 0.0077	0.5112 ± 0.0114
	RL↓	0.1269 ± 0.0025	0.1233 ± 0.0028	0.1434 ± 0.0093	0.1426 ± 0.0075	0.1857 ± 0.0042	0.2337 ± 0.0041	0.2665 ± 0.0162
	CV↓	0.2037 ± 0.0050	0.1914 ± 0.0041	0.2253 ± 0.0168	0.2246 ± 0.0106	0.2755 ± 0.0061	0.3340 ± 0.0056	0.3638 ± 0.0189
Yeast	HL↓	0.2105 ± 0.0065	0.2019 ± 0.0103	0.2001 ± 0.0016	0.2060 ± 0.0022	0.2008 ± 0.0036	0.2065 ± 0.0070	0.0585 ± 0.0013
	AP↑	0.7459 ± 0.0168	0.7556 ± 0.0180	0.7518 ± 0.0030	0.7505 ± 0.0145	0.7587 ± 0.0091	0.7523 ± 0.0146	0.5158 ± 0.0108
	OE↓	0.2255 ± 0.0262	0.2325 ± 0.0255	0.2379 ± 0.0085	0.2408 ± 0.0218	0.2275 ± 0.0134	0.2346 ± 0.0225	0.5192 ± 0.0192
	RL↓	0.1779 ± 0.0113	0.1742 ± 0.0134	0.1748 ± 0.0030	0.1729 ± 0.0088	0.1696 ± 0.0054	0.1802 ± 0.0098	0.2820 ± 0.0071
	CV↓	0.4693 ± 0.0056	0.4618 ± 0.0117	0.4670 ± 0.0068	0.4518 ± 0.0125	0.4530 ± 0.0053	0.4745 ± 0.0093	0.3820 ± 0.0090

Significant values are in bold.

Back to article page

Table 2 Experimental results on the complete label.

Search

Quick links