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

Table 8

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 (%)	100.0	76.60	98.13	88.64	78.57	95.90	95.36	75.86	97.19
SPC (%)	97.78	98.66	97.37	98.53	93.98	98.28	98.00	96.68	97.61
PRE (%)	93.75	87.80	98.50	95.12	52.38	99.15	94.18	70.97	98.71
ACC (%)	98.33	96.19	97.86	96.11	92.78	96.67	97.33	94.67	97.33
Error (%)	01.67	3.810	02.14	03.89	07.22	03.33	02.67	05.33	02.67
NPV (%)	100.0	97.10	96.73	96.40	98.11	91.94	98.43	97.40	94.89
PPV (%)	93.75	87.80	98.50	95.12	52.38	99.15	94.12	70.97	98.70