Local prediction on HAR 40% train data (test)
0.012Prediction Error (ε=0.00)Mean-reg
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Mean-regPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.012 | 0.033 | 0.033 | 0.033 | 0.034 | 0.034 | |
| OursPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.016 | 0.016 | 0.016 | 0.016 | 0.017 | 0.017 | |
| ARMULPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.022 | 0.051 | 0.139 | 0.158 | 0.169 | 0.171 | |
| DirtyPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.026 | 0.033 | 0.033 | 0.032 | 0.032 | 0.032 | |
| RMTFLPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.028 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | |
| Single-taskPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.034 | 0.034 | 0.033 | 0.033 | 0.034 | 0.034 | |
| AveragePCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.036 | 0.045 | 0.072 | 0.093 | 0.135 | 0.149 | |
| Trimmed meanPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.036 | 0.037 | 0.039 | 0.04 | 0.042 | 0.043 | |
| BulyanPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.036 | 0.039 | 0.05 | 0.053 | 0.057 | 0.058 | |
| FilteringPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.036 | 0.036 | 0.041 | 0.045 | 0.054 | 0.06 | |
| MoM-FilteringPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.036 | 0.036 | 0.041 | 0.045 | 0.054 | 0.06 | |
| HistoryPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.036 | 0.04 | 0.046 | 0.051 | 0.067 | 0.078 | |
| BucketingPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.036 | 0.045 | 0.063 | 0.078 | 0.12 | 0.14 | |
| MedianPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.039 | 0.04 | 0.042 | 0.043 | 0.044 | 0.046 | |
| MoM-KrumPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.165 | 0.168 | 0.167 | 0.169 | 0.174 | 0.175 | |
| RLRMTLPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.171 | 0.171 | 0.171 | 0.171 | 0.171 | 0.172 | |
| KrumPCA representation=100-dimensional, feature standardization=standardized, model=logistic models with intercept, step size η=0.052026.07 | 0.281 | 0.279 | 0.278 | 0.278 | 0.276 | 0.276 |