A Deep Neural Network Model for the Detection and Classification of Emotions from Textual Content

Table 8

Evaluation results of variant deep learning and the proposed technique.

Classifier/model	Accuracy (%)		Precision (%)		Recall (%)		F1-score (%)
	J-S; F-S	F-G	J-S; F-S	F-G	J-S; F-S	F-G	J-S; F-S	F-G
Individual CNN [26]	74; 76	75	74; 76	75	74; 76	75	74; 76	75
Individual LSTM [20]	78; 85	87	78; 85	87	78; 85	87	78; 85	87
Individual GRU	82; 82	86	82; 82	86	82; 82	86	82; 82	86
Individual RNN	66; 80	78	74; 83	83	73; 83	83	72; 83	83
Proposed (BILSTM)	88; 86	89	88; 86	89	88; 86	89	88; 86	89