Pulmonary Nodule Recognition Based on Multiple Kernel Learning Support Vector Machine-PSO

Table 1

Comparison of various indexes in parameter optimization stage of different algorithms.

	Different inertial weight algorithm	Average parameter optimization time (s)	Average optimal fitness value	Average ACC value obtained from test set	Average SEN value; obtained from test set
1	The constant is 1	370.7950	94.1176%	90.45%	86.85%
2	(16)	462.4134	94.1176%	91%	88.89%
3	(17)	457.0022	94.1176%	91%	88.89%
4	(18)	416.0204	94.1176%	91%	88.89%
5	(19)	448.1536	94.1176%	91%	88.89%
6	(20)	450.4456	94.1176%	91%	88.89%
7	Grid search algorithm	3096.1427	94.1176%	91%	88.89%