Time-series Classification on EigenWorms (test)
90.3Test AccuracyUNICORNN (L=2)
Evaluation results
| Method | Links | |
|---|---|---|
| UNICORNN (L=2)#UNITS=32, M (Parameters)=1.5K2021.03 | 90.3 | |
| CORNN#UNITS=32, M (Parameters)=2.4K2021.03 | 86.7 | |
| LLM NASm (number of modalities)=1, dm (number of variates)=6, Tm (sequence length)=17984, C (number of classes)=5, Train size=128, Test size=131, NAS search budget (cycles)=102026.03 | 84 | |
| SIGN.-NCDE#UNITS=32, M (Parameters)=35K2021.03 | 77.8 | |
| Baseline stagedm (number of modalities)=1, dm (number of variates)=6, Tm (sequence length)=17984, C (number of classes)=5, Train size=128, Test size=1312026.03 | 77.8 | |
| Baseline end-to-endm (number of modalities)=1, dm (number of variates)=6, Tm (sequence length)=17984, C (number of classes)=5, Train size=128, Test size=1312026.03 | 75.6 | |
| SUB-SAMP. LSTM#UNITS=32, M (Parameters)=5.3K2021.03 | 69.2 | |
| T-BPTT LSTM#UNITS=32, M (Parameters)=5.3K2021.03 | 57.9 | |
| INDRNN (L=2)#UNITS=32, M (Parameters)=1.6K2021.03 | 49.7 | |
| Previous workm (number of modalities)=1, dm (number of variates)=6, Tm (sequence length)=17984, C (number of classes)=5, Train size=128, Test size=1312026.03 | 42 | |
| EXPRNN#UNITS=64, M (Parameters)=2.8K2021.03 | 40 |