Classification on Activity
99.37AccuracyLightGBM
Evaluation Results
| Method | Links | |
|---|---|---|
| LightGBMvalidation_strategy=5-fold cross validation2021.09 | 99.37 | |
| XGBoostvalidation_strategy=5-fold cross validation2021.09 | 99.26 | |
| LRvalidation_strategy=5-fold cross validation2021.09 | 98.33 | |
| SVMvalidation_strategy=5-fold cross validation2021.09 | 98.29 | |
| PLNN(MLP)validation_strategy=5-fold cross validation2021.09 | 98.28 | |
| RRLvalidation_strategy=5-fold cross validation2021.09 | 97.96 | |
| RFvalidation_strategy=5-fold cross validation2021.09 | 97.92 | |
| C4.5validation_strategy=5-fold cross validation2021.09 | 94.08 | |
| CARTvalidation_strategy=5-fold cross validation2021.09 | 93.31 | |
| UDRNClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 92.6 | |
| DLMEevaluation_protocol=linear SVM2022.07 | 92.1 | |
| tSNEClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 92 | |
| UMAPClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 91.9 | |
| PUMAPClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 90 | |
| GRAEClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 88.9 | |
| tSNEevaluation_protocol=linear SVM2022.07 | 86.1 | |
| PUMevaluation_protocol=linear SVM2022.07 | 84.9 | |
| UMAPevaluation_protocol=linear SVM2022.07 | 84.4 | |
| ivisevaluation_protocol=linear SVM2022.07 | 83.1 | |
| IVISClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.07 | 82.1 | |
| GNeuralFlowArchitecture=Coupling2024.10 | 80.8 | |
| GNeuralFlowArchitecture=GRU2024.10 | 80.4 | |
| PHAevaluation_protocol=linear SVM2022.07 | 79.8 | |
| GNeuralFlowArchitecture=ResNet2024.10 | 78.6 | |
| ODE-RNN2024.10 | 78.5 | |
| Neural flowArchitecture=GRU2024.10 | 78.3 | |
| CG-ODE2024.10 | 76.8 | |
| Neural flowArchitecture=ResNet2024.10 | 76 | |
| Neural flowArchitecture=Coupling2024.10 | 75.2 | |
| LG-ODE2024.10 | 74.3 | |
| GDE2024.10 | 72.1 | |
| CORELSvalidation_strategy=5-fold cross validation2021.09 | 61.04 | |
| SBRLvalidation_strategy=5-fold cross validation2021.09 | 18.25 | |
| CRSvalidation_strategy=5-fold cross validation2021.09 | 17.33 |