Config 5d9e6e63cbf0
Parameter | Value |
---|---|
Benchmark hash | 5d9e6e63cbf0 |
Original paper | https://doi.org/10.48550/arXiv.2503.17410 |
Dataset | CESNET-TimeSeries24 |
Aggregation | AGG_1_HOUR |
Source | INSTITUTION_SUBNETS |
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 | 168 |
Sliding window prediction | 24 |
Sliding window step | 24 |
Set shared size | 168 |
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 | 0.237 | 1.15 | -0.55 | 1.4 |
https://arxiv.org/abs/2503.17410 | GRU_FCN | 0.229 | 1.15 | -0.27 | 1.1 |
https://arxiv.org/abs/2503.17410 | INCEPTIONTIME | 0.59 | 1.1 | -8.9 | 2.7 |
https://arxiv.org/abs/2503.17410 | LSTM | 0.237 | 1.15 | -0.53 | 1.3 |
https://arxiv.org/abs/2503.17410 | LSTM_FCN | 0.231 | 1.15 | -0.55 | 1.8 |
https://arxiv.org/abs/2503.17410 | MEAN | 0.394 | 1.66 | 0.05 | 0.1 |
https://arxiv.org/abs/2503.17410 | RCLSTM | 0.334 | 1.48 | -0.64 | 1.9 |
https://arxiv.org/abs/2503.17410 | RESNET | 0.244 | 1.15 | -0.77 | 1.6 |