Config 2e92831cb502
Parameter | Value |
---|---|
Benchmark hash | 2e92831cb502 |
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 | 24 |
Sliding window prediction | 1 |
Sliding window step | 1 |
Set shared size | 24 |
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 | 0.149 | 0.82 | -0.46 | 1.9 |
https://arxiv.org/abs/2503.17410 | GRU_FCN | 0.15 | 0.82 | -0.12 | 1.1 |
https://arxiv.org/abs/2503.17410 | INCEPTIONTIME | 0.165 | 0.82 | -2.7 | 3.9 |
https://arxiv.org/abs/2503.17410 | LSTM | 0.15 | 0.82 | -0.41 | 1.8 |
https://arxiv.org/abs/2503.17410 | LSTM_FCN | 0.151 | 0.82 | -0.44 | 1.9 |
https://arxiv.org/abs/2503.17410 | MEAN | 1.01 | 2.86 | 0.0 | 0.1 |
https://arxiv.org/abs/2503.17410 | RCLSTM | 0.221 | 1.08 | -0.09 | 1.0 |
https://arxiv.org/abs/2503.17410 | RESNET | 0.152 | 0.82 | -0.81 | 2.4 |