Intelligent decision support systems in information systems: integrated learning algorithms and applications
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17 mar 2025
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Publicado en línea: 17 mar 2025
Recibido: 24 oct 2024
Aceptado: 01 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0221
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© 2025 Foguang Lv et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
Figure 1.
Figure 2.
The proportion of wealth is 0_2, 0_5 and 0_8
| b | Initial value | ||
|---|---|---|---|
| 50 | 100 | 150 | |
| 0.2 | |||
| 100 | 0.8369 | 0.91125 | 0.8792 |
| 200 | 0.8156 | 0.8549 | 0.8479 |
| 400 | 0.7914 | 0..8379 | 0.7836 |
| 0.5 | |||
| 100 | 0.8075 | 0.7746 | 0.7993 |
| 200 | 0.7986 | 0.7520 | 0.8326 |
| 400 | 0.7825 | 0.8714 | 0.8086 |
| 0.8 | |||
| 100 | 0.8156 | 0.7596 | 0.8229 |
| 200 | 0.8479 | 0.8163 | 0.8074 |
| 400 | 0.8226 | 0.7785 | 0.8476 |
Financial risk incidence data table
| Experimental frequency | Existing system/% | The design department Of this article/% |
|---|---|---|
| 1 | 45.36 | 10.23 |
| 2 | 35.24 | 9.56 |
| 3 | 40.17 | 8.26 |
| 4 | 45.36 | 8.93 |
| 5 | 46.63 | 9.16 |
The integration method perform son different time nodes
| ACC | AUC | F1-score | Precision | Recall | |
|---|---|---|---|---|---|
| T-2 | 0.9115 | 0.8802 | 0.8836 | 0.8815 | 0.8884 |
| T-3 | 0.9063 | 0.8536 | 0.8679 | 0.8537 | 0.8677 |
| T-4 | 0.8724 | 0.8476 | 0.8216 | 0.8479 | 0.8015 |
System response time data table
| Financial risk Status number | Existing system/s | The design department of this article/s |
|---|---|---|
| 1 | 23.63 | 10.21 |
| 2 | 25.50 | 10.57 |
| 3 | 20.11 | 11.23 |
| 4 | 15.57 | 12.58 |
| 5 | 10.35 | 10.13 |
| 6 | 20.67 | 10.25 |
| 7 | 15.48 | 10.72 |
| 8 | 15.59 | 10.32 |
| 9 | 14.92 | 10.28 |
| 10 | 16.94 | 10.42 |