Single Directional SMO Algorithm for Least Squares Support Vector Machines

Table 4

Number of iterations (in thousands), execution times (in seconds), and average misclassification rates for second order SMO (SO-SMO) and SD-SMO algorithms.

Dataset	Iterations		Executiontimes		Misclassification rate
	SO-SMO	SD-SMO	SO-SMO	SD-SMO	SO-SMO	SD-SMO
Titanic	277.1512	59.7346	1129.2009	80.9348	23.5723	23.5612
Heart	5.8993	2.2315	10.3623	4.4652	16.1117	17.1092
Cancer	10.1908	4.1127	21.6765	9.0972	27.6643	27.8764
Thyroid	30.1537	17.7325	77.3341	52.5521	5.5123	5.6725
Pima	60.6751	30.7366	104.9616	69.8546	25.0155	25.7761