Table 2. Evaluated CVAE architectures. Each architecture was trained with different randomized model weight initializations across 25 instances to compute the mean MSE reconstruction error.
CVAE Architecture | Input PCA dimensionality | Hidden layer dimension | Mean MSE reconstruction loss | Standard deviation |
---|---|---|---|---|
1 | N/A | 200 | 966.7 | 19.60 |
2 | N/A | 400 | 882.3 | 2.53 |
3 | N/A | 800 | 902.9 | 4.58 |
4 | 400 | 200 | 867.4 | 1.48 |
5 | 200 | 150 | 865.9 | 1.09 |
6 | 150 | 125 | 866.1 | 0.50 |