Table 3. Model Structure and Parameters.
| LSTM | Encoder | Latent variable | Decoder | Regression | Epoch | |
|---|---|---|---|---|---|---|
| TS-PVAE-r4 | [20,10] | [15,10] | [8] | [10,15] | [10,5] | 300 |
| TS-PVAE-r3 | [20,10] | [10,8] × 2 | [8] × 2 | [8,10] × 2 | [10,5] | 300 |
| TS-PVAE-r2 | [20,10] | [8,8] × 3 | [8] × 3 | [8,8] × 3 | [10,5] | 400 |
| TS-PVAE-r1 | [20,10] | [8,8] × 6 | [8] × 6 | [8,8] × 6 | [10,5] | 500 |
| LSTM | [20,10] | / | / | / | / | 1000 |
| MR-LSTM | [20,10] | / | / | / | / | 1000 |