Synthetic Data Utility on NSL-KDD
99.99AccuracySMOTE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SMOTECategory=Non-AI (Statistical), Evaluation Protocol=TSTR2024.10 | 99.99 | — | — | 0 | 0 | 99.98 | |
| SMOTECategory=Non-AI (Statistical)2024.10 | 99.99 | — | — | — | — | 99.98 | |
| ROSCategory=Non-AI (Statistical), Evaluation Protocol=TSTR2024.10 | 99.98 | — | — | 0 | 0 | 99.98 | |
| ADASYNCategory=Non-AI (Statistical), Evaluation Protocol=TSTR2024.10 | 99.98 | — | — | 3.8 | 0.14 | 99.98 | |
| ROSCategory=Non-AI (Statistical)2024.10 | 99.98 | — | — | — | — | 99.98 | |
| ADASYNCategory=Non-AI (Statistical)2024.10 | 99.98 | — | — | — | — | 99.98 | |
| Cluster Centroids (CC)Category=Non-AI (Statistical), Evaluation Protocol=TSTR2024.10 | 99.95 | — | — | 0 | 0 | 99.98 | |
| TRTR BaselineCategory=Baseline2024.10 | 99.95 | — | — | — | — | 99.94 | |
| CCCategory=Non-AI (Statistical)2024.10 | 99.95 | — | — | — | — | 99.98 | |
| TVAECategory=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 98.07 | — | — | 23.1 | 26.7 | 98.13 | |
| TVAECategory=AI-Based (Classical + Generative)2024.10 | 98.07 | — | — | — | — | 98.13 | |
| CopulaGANCategory=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 97.61 | — | — | 7.7 | 5.4 | 97.7 | |
| CopulaGANCategory=AI-Based (Classical + Generative)2024.10 | 97.61 | — | — | — | — | 97.7 | |
| CTGANCategory=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 96.67 | — | — | 7.7 | 6.7 | 96.85 | |
| CTGANCategory=AI-Based (Classical + Generative)2024.10 | 96.67 | — | — | — | — | 96.85 | |
| Bayesian Network (BN)Category=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 95.87 | — | — | 0 | 17.2 | 95.82 | |
| BNCategory=AI-Based (Classical + Generative)2024.10 | 95.87 | — | — | — | — | 95.82 | |
| CasTGANCategory=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 95.82 | — | — | 27 | 11.1 | 95.88 | |
| CasTGANCategory=AI-Based (Classical + Generative)2024.10 | 95.82 | — | — | — | — | 95.88 | |
| GANBLR++Category=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 59.16 | — | — | 99 | 8.8 | 63.27 | |
| GANBLR++Category=AI-Based (Classical + Generative)2024.10 | 59.16 | — | — | — | — | 63.27 | |
| GMMCategory=Non-AI (Statistical), Evaluation Protocol=TSTR2024.10 | 53.14 | — | — | 99.1 | 99.9 | 37.18 | |
| GMMCategory=Non-AI (Statistical)2024.10 | 53.14 | — | — | — | — | 37.18 | |
| TABDDPMCategory=AI-Based (Classical + Generative), Evaluation Protocol=TSTR2024.10 | 51 | — | — | 98.3 | 34.2 | — | |
| TABDDPMCategory=AI-Based (Classical + Generative)2024.10 | 51 | — | — | — | — | — |