Multivariate Time Series Classification on PhonemeSpectra
30.62AccuracyConvTran
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ConvTranTrain size=33152023.05 | 30.62 | 202.27 | 0.89 | |
| ConvTranTrain Size=33152023.05 | 30.62 | — | — | |
| ConvTranAvg Train=852023.05 | 30.62 | — | — | |
| HC2Train Size=33152023.05 | 29.05 | — | — | |
| Disjoint-CNNAvg Train=852023.05 | 28.21 | — | — | |
| CIFTrain Size=33152023.05 | 26.54 | — | — | |
| Baseline stagedm (number of modalities)=1, dm (number of variates)=11, Tm (sequence length)=217, C (number of classes)=39, Train size=3315, Test size=33532026.03 | 26.2 | — | — | |
| LLM NASm (number of modalities)=1, dm (number of variates)=11, Tm (sequence length)=217, C (number of classes)=39, Train size=3315, Test size=3353, NAS search budget (cycles)=102026.03 | 26.2 | — | — | |
| Baseline end-to-endm (number of modalities)=1, dm (number of variates)=11, Tm (sequence length)=217, C (number of classes)=39, Train size=3315, Test size=33532026.03 | 23.6 | — | — | |
| ROCKETTrain size=33152023.05 | 18.94 | 42 | 37.22 | |
| ROCKETTrain Size=33152023.05 | 18.94 | — | — | |
| FCNAvg Train=852023.05 | 15.99 | — | — | |
| ResNetAvg Train=852023.05 | 15.96 | — | — | |
| ITAvg Train=852023.05 | 15.86 | — | — | |
| Previous workm (number of modalities)=1, dm (number of variates)=11, Tm (sequence length)=217, C (number of classes)=39, Train size=3315, Test size=33532026.03 | 10.2 | — | — | |
| TSTAvg Train=852023.05 | 8.9 | — | — |