Classification on Controlled Distribution Shift
78.1Average F1-scoreRandomForest
Evaluation results
| Method | Links | |
|---|---|---|
| RandomForestStrategy=S22026.06 | 78.1 | |
| RandomForestStrategy=S42026.06 | 76.7 | |
| XGBoostStrategy=S22026.06 | 76.5 | |
| LogisticRegressionStrategy=S42026.06 | 75.6 | |
| OnlineKNNClassifierStrategy=S22026.06 | 75.6 | |
| RandomForestStrategy=S32026.06 | 75.5 | |
| RandomForestStrategy=S52026.06 | 75.5 | |
| RandomForestStrategy=S62026.06 | 75.5 | |
| LogisticRegressionStrategy=S32026.06 | 75.2 | |
| LogisticRegressionStrategy=S52026.06 | 75.2 | |
| LogisticRegressionStrategy=S62026.06 | 75.2 | |
| AMFStrategy=S22026.06 | 75 | |
| LogisticRegressionStrategy=S22026.06 | 74.3 | |
| kNNStrategy=S22026.06 | 74.1 | |
| LogisticRegressionStrategy=S12026.06 | 73.8 | |
| OnlineLogisticRegressionStrategy=S22026.06 | 73.5 | |
| RandomForestStrategy=S12026.06 | 72.9 | |
| XGBoostStrategy=S32026.06 | 72.3 | |
| XGBoostStrategy=S52026.06 | 72.3 | |
| XGBoostStrategy=S62026.06 | 72.3 | |
| OnlineLogisticRegressionStrategy=S42026.06 | 72.2 | |
| ARFStrategy=S22026.06 | 71.8 | |
| OnlineLogisticRegressionStrategy=S32026.06 | 71.8 | |
| OnlineLogisticRegressionStrategy=S52026.06 | 71.8 | |
| OnlineLogisticRegressionStrategy=S62026.06 | 71.8 | |
| OnlineSoftmaxRegressionStrategy=S22026.06 | 71.6 | |
| OnlineSoftmaxRegressionStrategy=S32026.06 | 71.3 | |
| OnlineSoftmaxRegressionStrategy=S52026.06 | 71.3 | |
| OnlineSoftmaxRegressionStrategy=S62026.06 | 71.3 | |
| XGBoostStrategy=S42026.06 | 70.9 | |
| OnlineSoftmaxRegressionStrategy=S42026.06 | 68.8 | |
| ARFStrategy=S42026.06 | 67.5 | |
| HATStrategy=S22026.06 | 67.5 | |
| XGBoostStrategy=S12026.06 | 67.3 | |
| OnlineLogisticRegressionStrategy=S12026.06 | 67.1 | |
| OnlineSoftmaxRegressionStrategy=S12026.06 | 66.3 | |
| OnlineKNNClassifierStrategy=S42026.06 | 65.5 | |
| ARFStrategy=S32026.06 | 65.4 | |
| ARFStrategy=S52026.06 | 65.4 | |
| ARFStrategy=S62026.06 | 65.4 | |
| kNNStrategy=S42026.06 | 65.1 | |
| OnlineKNNClassifierStrategy=S32026.06 | 64.4 | |
| OnlineKNNClassifierStrategy=S52026.06 | 64.4 | |
| OnlineKNNClassifierStrategy=S62026.06 | 64.4 | |
| AMFStrategy=S32026.06 | 64.1 | |
| ARFStrategy=S12026.06 | 63.9 | |
| OnlineKNNClassifierStrategy=S12026.06 | 63.9 | |
| OnlineNaiveBayesStrategy=S22026.06 | 63.8 | |
| OnlineNaiveBayesStrategy=S42026.06 | 62.6 | |
| OnlineNaiveBayesStrategy=S12026.06 | 62.5 | |
| kNNStrategy=S12026.06 | 61.8 | |
| kNNStrategy=S32026.06 | 60.8 | |
| kNNStrategy=S52026.06 | 60.8 | |
| kNNStrategy=S62026.06 | 60.8 | |
| OnlineNaiveBayesStrategy=S32026.06 | 60.2 | |
| OnlineNaiveBayesStrategy=S52026.06 | 60.2 | |
| OnlineNaiveBayesStrategy=S62026.06 | 60.2 | |
| AMFStrategy=S12026.06 | 59.3 | |
| AMFStrategy=S52026.06 | 55.3 | |
| AMFStrategy=S62026.06 | 55.3 | |
| AMFStrategy=S42026.06 | 54.1 | |
| HATStrategy=S32026.06 | 51.7 | |
| HATStrategy=S52026.06 | 51.7 | |
| HATStrategy=S62026.06 | 51.7 | |
| HATStrategy=S42026.06 | 45.9 | |
| HATStrategy=S12026.06 | 37.2 |