Classification of Earthquake-Induced Damage for R/C Slab Column Frames Using Multiclass SVM and Its Combination with MLP Neural Network

Table 6

The SEN, SPC, PRE, ACC, Error, NPV, and PPV values for each class.

	Train data			Test data			All data
	Class 1	Class 2	Class 3	Class 1	Class 2	Class 3	Class 1	Class 2	Class 3
SEN (%)	84.85	100.0	93.36	71.93	00.00	92.68	79.69	100.0	93.61
SPC (%)	100.0	90.67	100.0	100.0	88.33	92.98	100.0	89.82	97.93
PRE (%)	100.0	04.88	100.0	100.0	00.00	96.61	100.0	01.61	98.96
ACC (%)	95.24	90.71	95.48	91.11	88.33	92.78	93.50	89.83	95.00
Error (%)	04.76	9.286	04.52	08.89	11.67	07.22	06.50	10.17	05.00
NPV (%)	93.51	100.0	87.58	88.49	100.0	85.48	91.28	100.0	87.91
PPV (%)	100.0	04.88	100.0	100.0	00.00	96.61	100.0	01.61	98.96