Table 5.
Text emotion detection of OEMPTER-ISCSO model under 80%TRPH and 20%TSPH.
| Class Labels | ![]() |
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Kappa |
|---|---|---|---|---|---|---|
| Training Phase (80%) | ||||||
| Empty | 94.67 | 94.08 | 94.67 | 94.37 | 94.08 | 96.75 |
| Sadness | 98.48 | 98.41 | 98.48 | 98.45 | 97.75 | 98.55 |
| Enthusiasm | 94.57 | 95.08 | 94.57 | 94.82 | 94.59 | 96.24 |
| Neutral | 92.31 | 94.66 | 92.31 | 93.47 | 93.27 | 95.01 |
| Worry | 85.64 | 90.81 | 85.64 | 88.15 | 87.82 | 92.88 |
| Surprise | 98.33 | 97.55 | 98.33 | 97.94 | 97.64 | 98.86 |
| Fun | 97.92 | 97.28 | 97.92 | 97.60 | 97.32 | 97.82 |
| Happiness | 98.89 | 98.72 | 98.89 | 98.81 | 98.28 | 98.92 |
| Average | 95.10 | 95.82 | 95.10 | 95.45 | 95.09 | 96.88 |
| Testing Phase (20%) | ||||||
| Empty | 92.59 | 93.17 | 92.59 | 92.88 | 92.51 | 93.24 |
| Sadness | 98.98 | 98.48 | 98.98 | 98.73 | 98.17 | 98.80 |
| Enthusiasm | 94.59 | 95.24 | 94.59 | 94.92 | 94.67 | 97.42 |
| Neutral | 92.78 | 93.75 | 92.78 | 93.26 | 93.06 | 98.15 |
| Worry | 88.54 | 94.44 | 88.54 | 91.40 | 91.19 | 97.73 |
| Surprise | 98.69 | 96.92 | 98.69 | 97.80 | 97.51 | 96.23 |
| Fun | 97.72 | 97.17 | 97.72 | 97.44 | 97.13 | 97.71 |
| Happiness | 98.73 | 99.21 | 98.73 | 98.97 | 98.50 | 98.01 |
| Average | 95.33 | 96.05 | 95.33 | 95.67 | 95.34 | 97.16 |




