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Table 6 Results of the proposed model for electronics review data set

From: An ensemble approach to stabilize the features for multi-domain sentiment analysis using supervised machine learning

Method

Classifier

SMO

MNB

RF

Logistic regression

Prec

Recall

F-Score

Prec

Recall

F-Score

Prec

Recall

F-Score

Prec

Recall

F-Score

IG

86.5

83.9

85.18

86.3

82.9

84.56

84.6

83.2

83.89

83.3

84.5

83.89

CHI

84.8

82.5

84.54

83.9

85.4

86.63

85.9

82.5

84.16

86.0

82.6

84.26

Gini Index

87.3

87.1

87.19

86.2

84.7

85.44

88.6

83.4

85.92

86.9

84.1

85.75

Combined (IG, CHI, GI)

87.3

84.7

85.98

91.2

89.6

90.53

87.9

85.6

86.73

85.1

87.3

86.02