Arabic Sentiment Classification Using Convolutional Neural Network and Differential Evolution Algorithm

Table 13

Comparison between general models using 10-fold CV.

Dataset	DE-CNN-G1		DE-CNN-G2		DE-CNN-G3		DE-CNN-G4
	Accuracy	Time (s)	Accuracy	Time (s)	Accuracy	Time (s)	Accuracy	Time (s)
ArTwitter	93.28	552.24	93.23	723.64	92.77	1061.17	93.13	1254.12
STD	88.14	458.10	87.75	486.06	87.97	728.43	88.14	1034.33
AAQ	87.50	1601.06	87.97	1610.54	87.69	2452.71	87.50	2434.58
ASTD-B	82.48	368.28	82.29	185.35	82.60	873.89	82.41	785.69
AJGT	93.06	690.82	92.61	699.20	92.94	1318.60	92.83	1285.41
Average	88.89	734.10	88.77	740.96	88.79	1286.96	88.80	1358.83