Table 6 Textual emotion detection outcome of IERT-HDLMWEP model under 80%:20%.

From: Empowering people with intellectual disabilities using integrated deep learning architecture driven enhanced text-based emotion classification

Class Labels

\(\:\varvec{A}\varvec{c}\varvec{c}{\varvec{u}}_{\varvec{y}}\)

\(\:\varvec{P}\varvec{r}\varvec{e}{\varvec{c}}_{\varvec{n}}\)

\(\:\varvec{R}\varvec{e}\varvec{c}{\varvec{a}}_{\varvec{l}}\)

\(\:{\varvec{F}}_{\varvec{M}\varvec{e}\varvec{a}\varvec{s}\varvec{u}\varvec{r}\varvec{e}}\)

\(\:{\varvec{A}\varvec{U}\varvec{C}}_{\varvec{S}\varvec{c}\varvec{o}\varvec{r}\varvec{e}}\)

Kappa

TRPHE (70%)

Sadness

99.17

96.21

97.54

96.87

98.48

98.55

Enthusiasm

99.38

90.09

77.26

83.18

88.55

88.63

Neutral

99.03

97.07

98.54

97.80

98.85

98.92

Worry

99.17

97.96

98.21

98.08

98.82

98.87

Surprise

99.25

93.95

92.41

93.18

96.03

96.11

Love

99.15

94.96

96.57

95.76

98.00

98.07

Fun

99.37

93.52

92.54

93.03

96.12

96.18

Hate

99.30

89.41

90.09

89.75

94.86

94.94

Happiness

99.22

96.49

97.70

97.09

98.58

98.65

Boredom

99.62

72.73

25.60

37.87

62.78

62.86

Relief

99.34

91.19

91.88

91.53

95.76

95.84

Anger

99.73

75.00

11.39

19.78

55.69

55.76

Average

99.31

90.71

80.81

82.83

90.21

90.28

TSPHE (30%)

Sadness

99.23

95.97

98.26

97.10

98.82

98.89

Enthusiasm

99.41

90.27

76.61

82.88

88.22

88.27

Neutral

99.09

97.18

98.78

97.97

98.98

99.03

Worry

99.39

98.32

98.86

98.59

99.20

99.27

Surprise

99.38

96.35

92.40

94.34

96.10

96.17

Love

99.28

95.71

96.81

96.26

98.18

98.25

Fun

99.38

94.71

91.30

92.97

95.53

95.58

Hate

99.34

89.95

90.63

90.29

95.14

95.20

Happiness

99.34

96.65

98.39

97.51

98.94

99.00

Boredom

99.64

80.00

29.63

43.24

64.80

64.86

Relief

99.35

91.51

92.29

91.90

95.97

96.04

Anger

99.75

100.00

06.45

12.12

53.23

53.31

Average

99.38

93.88

80.87

82.93

90.26

90.32