Benchmark e2c2148a178c
| Parameter | Value |
|---|---|
| Benchmark hash | e2c2148a178c |
| Original paper | https://doi.org/10.48550/arXiv.2503.17410 |
| Dataset | CESNET-TimeSeries24 |
| Aggregation | AGG_1_HOUR |
| Source | IP_ADDRESSES_SAMPLE |
| Type | Time-Based |
| Train size | 0.35 |
| Val size | 0.05 |
| Test size | 0.6 |
| Uni/Multi variate | Univariate |
| Metrics | n_bytes |
| Default value | 0 |
| Filler | None |
| Transformer | MinMaxScaler |
| Anomaly handler | None |
| Sliding window train | 744 |
| Sliding window prediction | 168 |
| Sliding window step | 168 |
| Set shared size | 744 |
| TS IDs | 1.0 |
| Related work | Model | Average RMSE | Std RMSE | Average R2-score | Std R2-score |
|---|---|---|---|---|---|
| https://arxiv.org/abs/2503.17410 | GRU | 0.179 | 0.93 | -0.5 | 1.8 |
| https://arxiv.org/abs/2503.17410 | GRU_FCN | 0.214 | 0.92 | -3.97 | 4.2 |
| https://arxiv.org/abs/2503.17410 | INCEPTIONTIME | 0.593 | 0.88 | -9.17 | 2.5 |
| https://arxiv.org/abs/2503.17410 | LSTM | 0.179 | 0.93 | -0.34 | 1.5 |
| https://arxiv.org/abs/2503.17410 | LSTM_FCN | 0.189 | 0.93 | -1.52 | 3.2 |
| https://arxiv.org/abs/2503.17410 | MEAN | 1.014 | 2.86 | -0.09 | 0.9 |
| https://arxiv.org/abs/2503.17410 | RCLSTM | 0.234 | 1.08 | -2.77 | 3.8 |
| https://arxiv.org/abs/2503.17410 | RESNET | 0.182 | 0.93 | -0.52 | 1.9 |