Research Article

Arabic Sentiment Classification Using Convolutional Neural Network and Differential Evolution Algorithm

Table 8

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

DatasetFilter sizes listNumber of neuronsNFCSInitialization modeDropout rate

ArTwitter[2, 3, 5]200150LeCun uniform0.2
STD[2, 4, 5]300500LeCun uniform0.3
AAQ[8, 9]350250LeCun uniform0.3
ASTD-B[5, 6, 8]300150He uniform0.2
AJGT[2, 7, 8]400400Normal0.5