Therefore, the emoticons would be useful when classifying test data by using deep learning model.
our preprocessing steps are different from (Go et al., 2009), they remove the emoticons out from their training datasets because they revealed that the training process makes the usage of emoticons as noisy labels and if they consider the emoticons, there is a negative impact on classification accuracy.