Efficient Multiple Kernel Learning Algorithms Using Low-Rank Representation

Table 1

The performances of MKL algorithms and LR-MKL algorithms on the datasets Yale, ORL, LSVT, and Digit.

	Yale		ORL		LSVT		Digit
	Acc	Time	Acc	Time	Acc	Time	Acc	Time
SVM(best)	69.3231	0.2981	80.0002	1.6798	76.1905	0.0142	95.9302	0.9195
LR-SVM(best)	79.8667	0.0109	87.0015	0.1575	77.6637	0.0043	96.3304	0.0972
UMKL(+) [16]	87.5114	2.5981	93.5798	18.2352	78.5714	0.0229	97.3571	4.7412
LR-UMKL(+)	95.8936	0.3018	83.4813	1.0817	73.8095	0.0152	98.1595	2.0278
UMKL() [16]	58.3248	2.7244	77.5022	20.5507	66.6935	0.0281	96.0904	7.1661
LR-UMKL()	93.5739	0.2636	93.4063	2.1836	67.0033	0.0176	98.4618	3.6392
AMKL [17]	85.7753	3.7236	93.8741	4.6854	80.9524	0.0452	97.4725	11.2138
LR-AMKL	94.3799	0.3869	96.9417	0.4592	88.0952	0.0085	98.6952	6.8804
GMKL [18]	86.2989	4.5330	96.2057	5.0070	85.7143	0.0565	99.1499	8.0774
LR-GMKL	95.8015	0.6253	98.5833	0.7761	88.9286	0.0183	99.4673	4.5972
LMKL(sof) [19]	87.9077	215.4055	97.0003	220.3122	85.0090	5.1989	99.8898	166.7978
LR-LMKL(sof)	97.9352	22.7204	98.9724	17.3791	86.7429	1.1933	98.3591	98.1812
LMKL(sig) [19]	88.0145	106.7552	97.0108	107.0911	88.7541	0.7238	99.3750	48.5914
LR-LMKL(sig)	98.0667	15.9711	97.9979	11.7240	92.6627	0.4594	99.5625	24.5927
HMKL [20]	63.6037	92.4410	93.5109	118.2340	80.5998	0.0915	97.6258	10.3559
LR-HMKL	91.9611	8.5972	98.6893	10.9368	85.1625	0.0352	98.3479	6.3959
CMKL [21]	86.4166	95.0618	96.0308	107.6940	79.9503	0.0874	96.5014	10.6074
LR-CMKL	94.0083	10.6380	98.4799	12.9746	93.9024	0.0347	98.9113	6.2696
PMKL() [22]	89.0035	6.1842	98.4901	6.9065	92.8571	0.1079	99.5881	24.8702
LR-PMKL()	99.1429	0.9053	99.5712	0.9828	95.9386	0.0573	100.0000	12.9831
PMKL() [22]	89.0261	5.3893	98.7533	6.5450	92.4662	0.1295	99.5046	21.1679
LR-PMKL()	98.8968	0.8494	99.5828	0.8911	95.5145	0.0651	99.7941	13.5108
ANMKL() [23, 24]	86.7210	6.4856	98.4396	20.4564	91.9827	0.1167	98.0007	10.3979
LR-ANMKL()	96.8667	0.7041	99.4643	2.8519	92.2247	0.0247	99.2850	6.9070
ANMKL() [23, 24]	86.6998	7.0664	98.2204	21.1615	93.0035	0.1194	98.0039	9.7753
LR-ANMKL()	97.2917	0.8863	99.2857	3.0597	92.5391	0.0224	99.2497	5.0374