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Table 1 Commonly used approach in related work

From: A novel adaptable approach for sentiment analysis on big social data

Approach Lexicon-based Learn-based Statistics
Manually Dictionary SVM K-means NB/K-NN Other LR OLS MA
Opinion-based
 Sentiment classes Razzaq et al. [25], Ramteke et al. [24], Tunggawan et al.[34], Jahanbakhsh et al. [15], Wang et al. [35], Smailović et al. [28], Tumitan et al. [33] Balasubramanyan et al. [1], Jose et al. [16], Wicaksono et al. [37], Peka et al. [22], [24, 33] [24, 25, 28, 33, 40] [15, 24, 25, 34, 35, 37] Xing et al. [40] [16, 25, 33]    [1, 15]
 Context classes Mahmood et al. [19]   [19] [19]   [19]    
Volume-based     Finn et al. [11] [11] Xie et al. [39], Soler et al. [29] Livne et al. [18] Digrazia et al. [9] [39]
OV-based Conover et al. [6] Wong et al. [38], Khatua et al. [17] [6]      [17]  
Emojis-based    Delenn et al. [8]   [8] [8]