Classification on HAR (test)
99.07AccuracyXGBoost
Evaluation Results
| Method | Links | |
|---|---|---|
| XGBoost2026.06 | 99.07 | |
| NA2M-FSK1=500, K2=5002026.06 | 99 | |
| NBM2026.06 | 98.79 | |
| NAM-FSK1=5002026.06 | 98.77 | |
| NODE-GA2M2026.06 | 98.67 | |
| NB2M-FSK1=500, K2=5002026.06 | 98.63 | |
| NA2M-FSK1=50, K2=502026.06 | 98.59 | |
| NBM-FSK1=5002026.06 | 98.58 | |
| MLP2026.06 | 98.52 | |
| NAM2026.06 | 98.5 | |
| NODE-GAM2026.06 | 98.45 | |
| EBM2026.06 | 98.35 | |
| LR2026.06 | 98.2 | |
| NB2M-FSK1=50, K2=502026.06 | 98.16 | |
| NAM-FSK1=502026.06 | 97.64 | |
| NBM-FSK1=502026.06 | 97.39 | |
| Decision Tree2026.06 | 93.88 | |
| ATDPre-training=unsupervised, Evaluation protocol=supervised LR2021.06 | 93.35 | |
| ATD# of Params.=2,6882021.06 | 93.35 | |
| Full-DimensionalClassifier=RBF SVM2017.02 | 93.01 | |
| ATDSS-# of Params.=2,6882021.06 | 92.41 | |
| RUCAProjection Method=RUCA, K (Dimensionality)=5, Privacy Parameter (ρp)=1, Classifier=RBF SVM2017.02 | 92.37 | |
| GR-SALS# of Params.=2,6882021.06 | 92.33 | |
| RUCAProjection Method=RUCA, K (Dimensionality)=5, Privacy Parameter (ρp)=10, Classifier=RBF SVM2017.02 | 92.24 | |
| DCAProjection Method=DCA, K (Dimensionality)=5, Classifier=RBF SVM2017.02 | 92.07 | |
| SALS# of Params.=2,6882021.06 | 91.86 | |
| RUCAProjection Method=RUCA, K (Dimensionality)=5, Privacy Parameter (ρp)=100, Classifier=RBF SVM2017.02 | 91.34 | |
| PiNDA + CLAEEvaluation Protocol=Softmax Regression (SR), mu=02024.08 | 91.1 | |
| RUCAProjection Method=RUCA, K (Dimensionality)=5, Privacy Parameter (ρp)=1000, Classifier=RBF SVM2017.02 | 90.99 | |
| CLAEEvaluation Protocol=Softmax Regression (SR)2024.08 | 90.8 | |
| PiNDA + CLAEEvaluation Protocol=Softmax Regression (SR), mu=learnable2024.08 | 90.52 | |
| MDRProjection Method=MDR, K (Dimensionality)=5, Classifier=RBF SVM2017.02 | 89.68 | |
| PiNDA + CLAEEvaluation Protocol=kNN, mu=02024.08 | 86.34 | |
| PiNDAEvaluation Protocol=Softmax Regression (SR), mu=02024.08 | 86.2 | |
| PiNDA + CLAEEvaluation Protocol=kNN, mu=learnable2024.08 | 85.89 | |
| UMLDAPre-training=supervised, Evaluation protocol=supervised LR2021.06 | 85.73 | |
| CLAEEvaluation Protocol=kNN2024.08 | 85.71 | |
| PiNDAEvaluation Protocol=Softmax Regression (SR), mu=learnable2024.08 | 81.33 | |
| STLEvaluation protocol=end-to-end supervised2021.06 | 80.52 | |
| PCAProjection Method=PCA, K (Dimensionality)=5, Classifier=RBF SVM2017.02 | 79.61 | |
| PiNDAEvaluation Protocol=kNN, mu=learnable2024.08 | 78.09 | |
| Random NoiseEvaluation Protocol=kNN2024.08 | 77.76 | |
| Random NoiseEvaluation Protocol=Softmax Regression (SR)2024.08 | 77.62 | |
| PiNDAEvaluation Protocol=kNN, mu=02024.08 | 77.14 | |
| SimCLR-128# of Params.=65,6702021.06 | 76.69 | |
| SimCLR-32# of Params.=53,2862021.06 | 74.75 | |
| BYOL-32# of Params.=54,3422021.06 | 73.71 | |
| AES-128# of Params.=87,6122021.06 | 72.43 | |
| BYOL-128# of Params.=82,1822021.06 | 71.79 | |
| AES-32# of Params.=62,9402021.06 | 71.7 | |
| SimCLEvaluation Protocol=Softmax Regression (SR)2024.08 | 63.92 | |
| AE-32# of Params.=62,9402021.06 | 63.13 | |
| Full-DimensionalClassifier=RBF SVM2017.02 | 62.64 | |
| SimCLEvaluation Protocol=kNN2024.08 | 61.12 | |
| AE-128# of Params.=87,6122021.06 | 60.52 | |
| Random ProjectionProjection Method=Random Projection, K (Dimensionality)=5, Classifier=RBF SVM2017.02 | 56.14 | |
| PCAProjection Method=PCA, K (Dimensionality)=5, Classifier=RBF SVM2017.02 | 30.2 | |
| DCAProjection Method=DCA, K (Dimensionality)=5, Classifier=RBF SVM2017.02 | 23.95 | |
| RUCAProjection Method=RUCA, K (Dimensionality)=5, Privacy Parameter (ρp)=1, Classifier=RBF SVM2017.02 | 22.98 | |
| MDRProjection Method=MDR, K (Dimensionality)=5, Classifier=RBF SVM2017.02 | 22.53 | |
| RUCAProjection Method=RUCA, K (Dimensionality)=5, Privacy Parameter (ρp)=10, Classifier=RBF SVM2017.02 | 21.98 | |
| RUCAProjection Method=RUCA, K (Dimensionality)=5, Privacy Parameter (ρp)=100, Classifier=RBF SVM2017.02 | 21.2 | |
| RUCAProjection Method=RUCA, K (Dimensionality)=5, Privacy Parameter (ρp)=1000, Classifier=RBF SVM2017.02 | 20.93 | |
| Random ProjectionProjection Method=Random Projection, K (Dimensionality)=5, Classifier=RBF SVM2017.02 | 14.73 |