Research Article

Arabic Sentiment Classification Using Convolutional Neural Network and Differential Evolution Algorithm

Table 5

The optimal configuration for each dataset based on the DE-CNN-5CV model.

DatasetFilter sizes listNumber of neuronsNFCSInitialization modeDropout rate

ArTwitter[2, 3, 5]35050LeCun uniform0.6
STD[2, 4]100200Normal0.6
AAQ[4, 5, 6]200300Normal0.2
ASTD-B[3, 4]100100He uniform0.3
AJGT[2, 3, 6]200300Uniform0.2