Table 3 Cybersecurity detection of IHDLM-CADEFST model on Edge-IIoT dataset.
| Â | Class labels | \(\:{A}{c}{c}{{u}}_{{y}}\) | \(\:{P}{r}{e}{{c}}_{{n}}\) | \(\:{R}{e}{c}{{a}}_{{l}}\) | \(\:{{F}1}_{{S}{c}{o}{r}{e}}\) | \(\:{M}{C}{C}\) | Kappa |
|---|---|---|---|---|---|---|---|
Edge-IIoT dataset | TRPHE (70%) | Â | |||||
Normal | 99.34 | 95.09 | 97.04 | 96.06 | 95.70 | 95.77 | |
DDoS-UDP | 99.00 | 94.94 | 92.90 | 93.91 | 93.37 | 93.42 | |
DDoS-ICMP | 99.10 | 94.41 | 94.55 | 94.48 | 93.99 | 94.06 | |
SQL injection | 99.19 | 94.81 | 95.53 | 95.17 | 94.73 | 94.79 | |
DDoS-TCP | 99.12 | 94.37 | 94.96 | 94.66 | 94.18 | 94.24 | |
Password | 99.21 | 95.88 | 94.66 | 95.27 | 94.84 | 94.92 | |
DDoS-HTTP | 99.17 | 94.81 | 95.43 | 95.12 | 94.66 | 94.73 | |
Uploading | 99.13 | 95.23 | 94.17 | 94.70 | 94.22 | 94.28 | |
Backdoor | 99.23 | 95.34 | 95.30 | 95.32 | 94.90 | 94.96 | |
XSS | 99.28 | 95.44 | 95.98 | 95.71 | 95.31 | 95.38 | |
Ransomware | 99.30 | 96.09 | 95.54 | 95.81 | 95.43 | 95.50 | |
Fingerprinting | 99.19 | 95.07 | 95.38 | 95.23 | 94.78 | 94.85 | |
Average | 99.19 | 95.12 | 95.12 | 95.12 | 94.68 | 94.74 | |
TSPHE (30%) | Â | ||||||
Normal | 99.15 | 93.74 | 96.23 | 94.97 | 94.52 | 94.60 | |
DDoS-UDP | 99.03 | 95.33 | 92.90 | 94.10 | 93.58 | 93.65 | |
DDoS-ICMP | 99.07 | 95.48 | 93.86 | 94.66 | 94.16 | 94.23 | |
SQL injection | 99.08 | 94.13 | 94.87 | 94.50 | 94.00 | 94.06 | |
DDoS-TCP | 99.00 | 93.36 | 94.99 | 94.17 | 93.63 | 93.69 | |
Password | 99.06 | 95.26 | 93.21 | 94.23 | 93.72 | 93.80 | |
DDoS-HTTP | 99.08 | 93.56 | 94.98 | 94.26 | 93.77 | 93.85 | |
Uploading | 98.97 | 94.04 | 93.94 | 93.99 | 93.43 | 93.50 | |
Backdoor | 99.26 | 96.63 | 94.78 | 95.69 | 95.29 | 95.35 | |
XSS | 99.33 | 95.63 | 96.28 | 95.96 | 95.59 | 95.65 | |
Ransomware | 99.40 | 96.94 | 95.74 | 96.34 | 96.01 | 96.06 | |
Fingerprinting | 99.26 | 94.18 | 96.61 | 95.38 | 94.99 | 95.05 | |
Average | 99.14 | 94.86 | 94.87 | 94.85 | 94.39 | 94.46 | |
