Config 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 |
Train size | 0.35 |
Val size | 0.05 |
Test size | 0.6 |
Uni/Multi variate | Univariate |
Metrics | n_bytes |
Default value | 0 |
Filler | None |
Scaler | MinMaxScaler |
Sliding window train | 744 |
Sliding window prediction | 168 |
Sliding window step | 168 |
Set shared size | 744 |
Train TS IDs | 1 |
Test TS IDs | 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 |