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ResearchFormerly WizWand

Classification on Activity

99.37AccuracyLightGBM
14.048436.199258.3580.5008Sep 30, 2021Apr 3, 2022Oct 6, 2022Apr 9, 2023Oct 12, 2023Apr 14, 2024Oct 17, 2024
Updated 8mo ago

Evaluation results

MethodLinks
LightGBMvalidation_strategy=5-fold cross validation2021.0999.37
XGBoostvalidation_strategy=5-fold cross validation2021.0999.26
LRvalidation_strategy=5-fold cross validation2021.0998.33
SVMvalidation_strategy=5-fold cross validation2021.0998.29
PLNN(MLP)validation_strategy=5-fold cross validation2021.0998.28
RRLvalidation_strategy=5-fold cross validation2021.0997.96
RFvalidation_strategy=5-fold cross validation2021.0997.92
C4.5validation_strategy=5-fold cross validation2021.0994.08
CARTvalidation_strategy=5-fold cross validation2021.0993.31
UDRNClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.0792.6
DLMEevaluation_protocol=linear SVM2022.0792.1
tSNEClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.0792
UMAPClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.0791.9
PUMAPClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.0790
GRAEClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.0788.9
tSNEevaluation_protocol=linear SVM2022.0786.1
PUMevaluation_protocol=linear SVM2022.0784.9
UMAPevaluation_protocol=linear SVM2022.0784.4
ivisevaluation_protocol=linear SVM2022.0783.1
IVISClassifier=Extra Trees (ET), Gate layer=Disabled (λ=0)2022.0782.1
GNeuralFlowArchitecture=Coupling2024.1080.8
GNeuralFlowArchitecture=GRU2024.1080.4
PHAevaluation_protocol=linear SVM2022.0779.8
GNeuralFlowArchitecture=ResNet2024.1078.6
ODE-RNN2024.1078.5
Neural flowArchitecture=GRU2024.1078.3
CG-ODE2024.1076.8
Neural flowArchitecture=ResNet2024.1076
Neural flowArchitecture=Coupling2024.1075.2
LG-ODE2024.1074.3
GDE2024.1072.1
CORELSvalidation_strategy=5-fold cross validation2021.0961.04
SBRLvalidation_strategy=5-fold cross validation2021.0918.25
CRSvalidation_strategy=5-fold cross validation2021.0917.33