Location type classification on Leave-a-device-out
0.4256AccuracyRF
Evaluation results
| Method | Links | |
|---|---|---|
| RFFeature Set=Combined Feature Set2026.02 | 0.4256 | |
| RFFeature extraction approach=Combined Feature Set, Classifier=RF2026.02 | 0.4256 | |
| XGBFeature Set=Combined Feature Set2026.02 | 0.42 | |
| XGBFeature extraction approach=Combined Feature Set, Classifier=XGB2026.02 | 0.42 | |
| XGBFeature extraction approach=Shapelets, Classifier=XGB2026.02 | 0.3593 | |
| XGBFeature extraction method=Shapelets2026.02 | 0.3593 | |
| RFFeature extraction approach=Shapelets, Classifier=RF2026.02 | 0.3552 | |
| RFFeature extraction method=Shapelets2026.02 | 0.3552 | |
| RFFeature extraction approach=Statistical Descriptors, Classifier=RF2026.02 | 0.2998 | |
| RFFeature Extraction=Statistical Descriptors, Evaluation Protocol=leave-a-device-out2026.02 | 0.2998 | |
| XGBFeature extraction approach=Statistical Descriptors, Classifier=XGB2026.02 | 0.2926 | |
| XGBFeature Extraction=Statistical Descriptors, Evaluation Protocol=leave-a-device-out2026.02 | 0.2926 | |
| kNNFeature extraction approach=Shapelets, Classifier=kNN2026.02 | 0.2495 | |
| kNNFeature extraction method=Shapelets2026.02 | 0.2495 | |
| EuclideanFeature extraction approach=Full Signal Matching, Distance measure=Euclidean2026.02 | 0.2407 | |
| DTWFeature extraction approach=Full Signal Matching, Distance measure=DTW2026.02 | 0.1852 | |
| kNNFeature Set=Combined Feature Set2026.02 | 0.1776 | |
| kNNFeature extraction approach=Statistical Descriptors, Classifier=kNN2026.02 | 0.1776 | |
| kNNFeature extraction approach=Combined Feature Set, Classifier=kNN2026.02 | 0.1776 | |
| kNNFeature Extraction=Statistical Descriptors, Evaluation Protocol=leave-a-device-out2026.02 | 0.1776 | |
| CosineFeature extraction approach=Full Signal Matching, Distance measure=Cosine2026.02 | 0.1481 | |
| CNNFeature extraction approach=Automated Features, CNN Layers=32026.02 | 0.1291 | |
| MarcoPolo (Automated Features)Feature Set=Automated Features, CNN Layers=32026.02 | 0.1291 | |
| CNNFeature extraction approach=Automated Features, CNN Layers=42026.02 | 0.1274 | |
| MarcoPolo (Automated Features)Feature Set=Automated Features, CNN Layers=42026.02 | 0.1274 | |
| BhattacharyyaFeature extraction approach=Full Signal Matching, Distance measure=Bhattacharyya2026.02 | 0.1204 | |
| CNNFeature extraction approach=Automated Features, CNN Layers=22026.02 | 0.1025 | |
| MarcoPolo (Automated Features)Feature Set=Automated Features, CNN Layers=22026.02 | 0.1025 |