Table 2 T-test p-values perfomed between approach pairs for the resemblance metrics
Model | Approach comparison | DLA AUROCa | Correlation Similaritya | Autocorrelation MAEa | \({\boldsymbol{F}_{\boldsymbol{\gamma}}}\)a |
|---|---|---|---|---|---|
DGANT | A1-A2 | ~ 1.00 | 3.39 × 10–8 | 9.33 × 10–4 | 3.47 × 10–8 |
A2-A3 | 7.46 × 10–1 | 7.25 × 10–12 | 1.10 × 10–4 | 1.80 × 10–6 | |
A3-A1 | 7.90 × 10–1 | 5.83 × 10–6 | 2.04 × 10–1 | 1.26 × 10–9 | |
WGAN-GPT | A1-A2 | 8.36 × 10–1 | 5.56 × 10–11 | ~ 0.00 | 2.30 × 10–11 |
A2-A3 | 4.44 × 10–1 | 2.22 × 10–16 | ~ 0.00 | 9.11 × 10–12 | |
A3-A1 | 2.64 × 10–1 | ~ 0.00 | ~ 0.00 | 5.37 × 10–1 | |
DGANM | A1-A2 | 4.20 × 10–13 | 9.17 × 10–6 | 5.67 × 10–2 | 1.82 × 10–10 |
A2-A3 | 4.19 × 10–4 | 5.50 × 10–2 | ~ 0.00 | 3.15 × 10–1 | |
A3-A1 | 8.90 × 10–14 | 3.34 × 10–7 | ~ 0.00 | 8.88 × 10–16 | |
WGAN-GPM | A1-A2 | 1.36 × 10–6 | 1.18 × 10–7 | 1.46 × 10–9 | 3.42 × 10–3 |
A2-A3 | 5.60 × 10–5 | 2.20 × 10–11 | ~ 0.00 | 7.31 × 10–1 | |
A3-A1 | 1.01 × 10–9 | ~ 0.00 | ~ 0.00 | 9.92 × 10–12 | |
DGANP | A1-A2 | 1.00 | 1.379 × 10–1 | 4.001 × 10–10 | 1.811 × 10–6 |
A2-A3 | 1.00 | 1.806 × 10–6 | 4.563 × 10–10 | 3.659 × 10–3 | |
A3-A1 | 1.00 | 2.114 × 10–5 | 4.911 × 10–12 | 1.029 × 10–9 | |
WGAN-GPP | A1-A2 | 1.00 | 3.718 × 10–3 | 3.044 × 10–12 | 8.882 × 10–16 |
A2-A3 | 1.00 | 8.677 × 10–1 | ~ 0.00 | 1.222 × 10–7 | |
A3-A1 | 1.00 | 1.510 × 10–4 | 4.441 × 10–16 | 4.996 × 10–14 |