Synthetic Data Utility on CIC-IDS 2017
99.91AccuracyROS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ROSCategory=Non-AI (Statistical), Evaluation Protocol=TSTR2024.10 | 99.91 | 99.91 | — | — | 0 | 0 | |
| SMOTECategory=Non-AI (Statistical), Evaluation Protocol=TSTR2024.10 | 99.9 | 99.89 | — | — | 0 | 0 | |
| ADASYNCategory=Non-AI (Statistical), Evaluation Protocol=TSTR2024.10 | 99.86 | 99.86 | — | — | 0 | 0.2 | |
| CCCategory=Non-AI (Statistical), Evaluation Protocol=TSTR2024.10 | 99.3 | 99.3 | — | — | 0 | 0 | |
| CopulaGANCategory=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 97.55 | 97.56 | — | — | 0 | 5 | |
| CasTGANCategory=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 97.34 | 97.37 | — | — | 4.8 | 58.3 | |
| TVAECategory=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 97.18 | 97.19 | — | — | 1.4 | 69.4 | |
| CTGANCategory=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 95.38 | 96.07 | — | — | 0 | 5 | |
| GANBLR++Category=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 53.78 | 58.43 | — | — | 47.6 | 64.4 | |
| GMMCategory=Non-AI (Statistical), Evaluation Protocol=TSTR2024.10 | 45.09 | 47.45 | — | — | 61.9 | 46.1 | |
| ROSCategory=Non-AI (Statistical), Repetitions=20, Protocol=TSTR2024.10 | 0.9991 | 0.9991 | — | — | — | — | |
| SMOTECategory=Non-AI (Statistical), Repetitions=20, Protocol=TSTR2024.10 | 0.999 | 0.9989 | — | — | — | — | |
| ADASYNCategory=Non-AI (Statistical), Repetitions=20, Protocol=TSTR2024.10 | 0.9986 | 0.9986 | — | — | — | — | |
| CCCategory=Non-AI (Statistical), Repetitions=20, Protocol=TSTR2024.10 | 0.993 | 0.993 | — | — | — | — | |
| CopulaGANCategory=AI-Based (Classical + Generative), Repetitions=20, Protocol=TSTR2024.10 | 0.9755 | 0.9756 | — | — | — | — | |
| CASTGANCategory=AI-Based (Classical + Generative), Repetitions=20, Protocol=TSTR2024.10 | 0.9734 | 0.9737 | — | — | — | — | |
| TVAECategory=AI-Based (Classical + Generative), Repetitions=20, Protocol=TSTR2024.10 | 0.9718 | 0.9719 | — | — | — | — | |
| CTGANCategory=AI-Based (Classical + Generative), Repetitions=20, Protocol=TSTR2024.10 | 0.9538 | 0.9607 | — | — | — | — | |
| GANBLR++Category=AI-Based (Classical + Generative), Repetitions=20, Protocol=TSTR2024.10 | 0.5378 | 0.5843 | — | — | — | — | |
| GMMCategory=Non-AI (Statistical), Repetitions=20, Protocol=TSTR2024.10 | 0.4509 | 0.4745 | — | — | — | — |