Big data identification and calculation model construction of civil abuse of right of action behavior based on the constraints of laws and regulations
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23 sept 2025
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Publicado en línea: 23 sept 2025
Recibido: 14 ene 2025
Aceptado: 23 abr 2025
DOI: https://doi.org/10.2478/amns-2025-0996
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© 2025 Bihua Ou et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
Figure 1.
Figure 2.
Figure 3.
The structure of the process
| Processing method | 1 | 2 | Tot |
|---|---|---|---|
| Unprocessing | 0.685 | 0.315 | 1 |
| SMOTE | 0.510 | 0.490 | 1 |
| Random owe sampling | 0.510 | 0.490 | 1 |
Ten times ten times
| Rotation | AUC | ACC | Recall |
|---|---|---|---|
| 1 | 0.897 | 0.881 | 0.832 |
| 2 | 0.893 | 0.864 | 0.901 |
| 3 | 0.918 | 0.974 | 0.941 |
| 4 | 0.955 | 0.978 | 0.935 |
| 5 | 0.934 | 0.979 | 0.942 |
| 6 | 0.913 | 0.953 | 0.913 |
| 7 | 0.922 | 0.962 | 0.932 |
| 8 | 0.915 | 0.971 | 0.931 |
| 9 | 0.929 | 0.968 | 0.922 |
| 10 | 0.925 | 0.988 | 0.924 |
| Average | 0.9201 | 0.988 | 0.9173 |
| Std | 0.016 | 0.009 | 0.013 |
Characteristics of different models
| Model | AUC | ACC | Recall | |||
|---|---|---|---|---|---|---|
| Raw data | After processing | Raw data | After processing | Raw data | After processing | |
| XGBoost | 0.524 | 0.605 | 0.515 | 0.962 | 0.058 | 0.301 |
| gcForest | 0.531 | 0.638 | 0.538 | 0.963 | 0.064 | 0.289 |
| Random Forest | 0.502 | 0.560 | 0.474 | 0.903 | 0.004 | 0.123 |
| SVM | 0.504 | 0.579 | 0.498 | 0.958 | 0.007 | 0.159 |
| Ours | 0.515 | 0.661 | 0.477 | 0.971 | 0.034 | 0.240 |