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

Table 1. Comprehensive summary of research works discussed in the related work.

Reference Approach Model Aim
Singh et al. (2013a) Lexicon-Based SentiWordNet Movie review classification
Singh et al. (2013b) Machine Learning RLPI, Hybrid Features, KNN IMDb reviews classification
Yenter & Verma (2017) Deep Learning CNN LSTM IMDb reviews classification
Giatsoglou et al. (2017) Machine Learning BoW-DOUBLE and Average emotion-DOUBLE IMDb reviews classification
Mathapati et al. (2018) Deep Learning CNN IMDb reviews classification
Ali, Abd El Hamid & Youssif, 2019 Deep Learning Multilayer perceptron, CNN and LSTM IMDb reviews classification
Minaee, Azimi & Abdolrashidi, 2019 Deep Learning Bi-LSTM IMDb review and Stanford sentiment treebank v2 (SST2)
Qaisar (2020) Deep Learning LSTM IMDb reviews classification
Shaukat et al. (2020) Deep & Machine Learning NN IMDb reviews classification
Jain & Jain (2021a) Deep Learning CNN IMDb reviews classification
Nafis & Awang (2021) Machine Learning SVM + (SVM-RFE) IMDb reviews classification
Jain & Jain (2021b) Machine Learning NB + ARM IMDb reviews classification