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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]