Table 6.
Text emotion detection of OEMPTER-ISCSO model under 70%TRPH and 30%TSPH.
| Class Labels | ![]() |
![]() |
![]() |
![]() |
![]() |
Kappa |
|---|---|---|---|---|---|---|
| Training Phase (70%) | ||||||
| Empty | 94.57 | 95.26 | 94.57 | 94.91 | 94.65 | 95.52 |
| Sadness | 99.35 | 99.18 | 99.35 | 99.26 | 98.93 | 99.83 |
| Enthusiasm | 95.21 | 95.21 | 95.21 | 95.21 | 94.99 | 95.86 |
| Neutral | 91.20 | 95.40 | 91.20 | 93.25 | 93.07 | 97.91 |
| Worry | 91.54 | 94.10 | 91.54 | 92.80 | 92.60 | 96.83 |
| Surprise | 98.57 | 98.15 | 98.57 | 98.36 | 98.13 | 98.94 |
| Fun | 98.09 | 97.52 | 98.09 | 97.81 | 97.54 | 98.15 |
| Happiness | 98.91 | 98.66 | 98.91 | 98.78 | 98.24 | 99.12 |
| Average | 95.93 | 96.68 | 95.93 | 96.30 | 96.02 | 97.77 |
| Testing Phase (30%) | ||||||
| Empty | 92.74 | 98.71 | 92.74 | 95.63 | 95.46 | 96.17 |
| Sadness | 99.06 | 98.72 | 99.06 | 98.89 | 98.40 | 99.28 |
| Enthusiasm | 97.49 | 94.63 | 97.49 | 96.04 | 95.88 | 96.72 |
| Neutral | 88.05 | 94.59 | 88.05 | 91.21 | 90.98 | 97.58 |
| Worry | 90.53 | 95.03 | 90.53 | 92.73 | 92.50 | 93.17 |
| Surprise | 98.83 | 98.18 | 98.83 | 98.50 | 98.29 | 99.06 |
| Fun | 98.59 | 96.26 | 98.59 | 97.41 | 97.12 | 97.74 |
| Happiness | 99.14 | 98.68 | 99.14 | 98.91 | 98.42 | 99.17 |
| Average | 95.55 | 96.85 | 95.55 | 96.16 | 95.88 | 97.36 |




