Research Article

Arabic Sentiment Classification Using Convolutional Neural Network and Differential Evolution Algorithm

Table 11

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

DatasetFilter sizes listNumber of neuronsNFCSInitialization modeDropout rate

ArTwitter[2, 5, 9]50200LeCun uniform0.2
STD[3, 4, 5]300300LeCun uniform0.3
AAQ[2, 5, 8]300500Normal0.5
ASTD-B[2, 3, 8]350150LeCun uniform0.3
AJGT[2, 3, 8]35050Uniform0.2