A Secure Access Approach to English Language Education Networks for Edge Computing
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17 mar 2025
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Publicado en línea: 17 mar 2025
Recibido: 27 oct 2024
Aceptado: 08 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0193
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© 2025 Lili Jin et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
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Data distribution
| Data set | Type | Training set | Test set |
|---|---|---|---|
| UNSW-NB15 | Analysis | 1754 | 1105 |
| Backdoors | 1258 | 1057 | |
| Do S | 8359 | 7546 | |
| Exploits | 25486 | 18934 | |
| Fuzzers | 14562 | 12548 | |
| Generic | 113598 | 105365 | |
| Normal | 1608413 | 1245339 | |
| Reconnaissance | 7618 | 4586 | |
| Shellcode | 847 | 754 | |
| Worms | 126 | 95 | |
| CICIDS2017 | Benign | 1054921 | 1014532 |
| Botnet | 1548 | 1254 | |
| Brute Force | 11693 | 10258 | |
| DDoS | 105486 | 84521 | |
| DoS | 122846 | 102546 | |
| Port Scan | 102935 | 95125 | |
| Web Attack | 1058 | 1254 |
This article is part of the safety plan
| No.1 | No.2 | No.3 | No.4 | No.5 | No.6 | No.7 | |
|---|---|---|---|---|---|---|---|
| Comprehensive score | 8.5 | 3.38 | 7.4 | 8.4 | 3.5 | 3.97 | 2.8 |
| Attack no. 2 after the total score | 8.5 | 7.56 | 7.4 | 8.46 | 3.4 | 3.8 | 2.7 |
| Attack no. 13 after the total score | 8.2 | 3.35 | 2.56 | 8.44 | 3.56 | 3.78 | 2.69 |
| Attack no. 14 after the total score | 8.12 | 3.46 | 7.14 | 8.41 | 9.46 | 3.45 | 2.94 |
| Attack no. 17 after the total score | 8.16 | 3.41 | 7.45 | 8.28 | 3.59 | 9.46 | 10.24 |
Random generated execution body
| Execution number | Loophole | The current situation of the five periodic tables |
|---|---|---|
| 1 | 1, 4, 5, 6, 7 | [0 1 0 0 0] |
| 2 | 2, 4, 6, 15 | [0 0 0 1 1] |
| 3 | 4, 7, 9, 11, 13 | [0 1 1 0 0] |
| 4 | 8, 5, 6, 12, 16 | [0 0 0 0 1] |
| 5 | 14, 15, 16 | [0 0 0 1 0] |
| 6 | 17, 18, 19 | [0 0 1 0 0] |
| 7 | 17, 10, 11 | [0 0 0 1 0] |