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] | Xing et al. [40] | |||||||
Context classes | Mahmood et al. [19] | [19] | [19] | [19] | ||||||
Volume-based | Finn et al. [11] | [11] | Livne et al. [18] | Digrazia et al. [9] | [39] | |||||
OV-based | Conover et al. [6] | [6] | [17] | |||||||
Emojis-based | Delenn et al. [8] | [8] | [8] |