Time Series Regression
Predicting one or more scalars for an entire time series example.
Papers
Showing 1–10 of 82 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GBRT | RMSE | 1.34 | — | Unverified |
| 2 | Macro Meteorological | RMSE | 1.22 | — | Unverified |
| 3 | Persistence | RMSE | 1.21 | — | Unverified |
| 4 | Air-Water Temperature Difference | RMSE | 1.05 | — | Unverified |
| 5 | Offshore Macro Meteorological | RMSE | 0.68 | — | Unverified |
| 6 | Climatology | RMSE | 0.63 | — | Unverified |
| 7 | Minute Climatology | RMSE | 0.63 | — | Unverified |
| 8 | RNN | RMSE | 0.53 | — | Unverified |
| 9 | Hybrid Air-Water Temperature Difference | RMSE | 0.46 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Air-Water Temperature Difference | RMSE | 0.91 | — | Unverified |
| 2 | Macro Meteorological | RMSE | 0.86 | — | Unverified |
| 3 | Climatology | RMSE | 0.48 | — | Unverified |
| 4 | RNN | RMSE | 0.38 | — | Unverified |
| 5 | Linear Forecast | RMSE | 0.36 | — | Unverified |
| 6 | Hybrid Air-Water Temperature Difference | RMSE | 0.3 | — | Unverified |
| 7 | GBRT | RMSE | 0.3 | — | Unverified |
| 8 | Offshore Macro Meteorological | RMSE | 0.18 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | LSTM | Mean MSE | 0.01 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Climatology | RMSE | 0.66 | — | Unverified |