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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Sep 23, 2025
About this article
Published Online: Sep 23, 2025
Received: Jan 14, 2025
Accepted: Apr 23, 2025
DOI: https://doi.org/10.2478/amns-2025-0996
Keywords
© 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 |