Arabic Sentiment Classification Using Convolutional Neural Network and Differential Evolution Algorithm

Table 9

The results of DE/best/1, different population sizes, and crossover probability using dataset split reevaluated with 5-fold CV.

DE parameters	DE/best/1-- = 0.5				DE/best/1-- = 0.8
Population size	5		10		5		10
Dataset	Accuracy	Time (s)	Accuracy	Time (s)	Accuracy	Time (s)	Accuracy	Time (s)
ArTwitter	92.25	1861.73	93.03	3154.44	92.46	700.90	92.56	928.86
STD	88.31	1253.39	87.86	3548.95	88.36	383.54	87.69	730.12
AAQ	87.36	8404.20	87.88	12614.47	87.50	4009.01	87.55	7515.25
ASTD-B	81.54	1313.47	81.79	2041.57	82.17	1271.83	81.85	2756.65
AJGT	93.00	4424.83	92.50	6963.73	92.83	277.75	92.11	780.7900
Average	88.49	3451.52	88.61	5664.63	88.66	1328.61	88.35	2542.33