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. 2022 Mar 15;8:e914. doi: 10.7717/peerj-cs.914

Table 23. Performance analysis of the proposed methodology.

Year Reference Model Accuracy
2016 Sahu & Ahuja (2016) RF 0.90
2017 Yenter & Verma (2017) CNN + LSTM 0.895
2017 Giatsoglou et al. (2017) BoW-DOUBLE and Average emotion-DOUBLE 0.83
2018 Mathapati et al. (2018) CNN 0.89
2019 Ali, Abd El Hamid & Youssif (2019) CNN + LSTM 0.89
2019 Bodapati, Veeranjaneyulu & Shaik (2019) LSTM + DNN 0.885
2020 Tripathi et al. (2020) TF-IDF + LR 0.891
2020 Qaisar (2020) LSTM 0.899
2020 Shaukat et al. (2020) NN 0.91
2021 Jain & Jain (2021a) CNN 0.883
2021 Nafis & Awang (2021) SVM + (SVM-RFE) 0.895
2021 Jain & Jain (2021b) NB + ARM 0.784
2021 Proposed SVM + TextBlob + BoW & TF-IDF 0.92