TABLE 5.
PDF distances for each clinical data for each proposed method. The larger is the scored distance the better the method is able to cluster DVPs in a clinical relevant manner. The methods are scored, for each clinical data, from the best to the poorest.
| Variable | Distance | Method | Variable | Distance | Method | Variable | Distance | Method |
|---|---|---|---|---|---|---|---|---|
| Age | 0.19 | CNN AE baseline | 0.05 | BMI | CNN AE template | 0.05 | BPM | CNN AE baseline |
| Age | 0.18 | DDTW baseline | 0.05 | BMI | CNN AE baseline | 0.04 | BPM | DDTW baseline |
| Age | 0.17 | CNN AE template | 0.05 | BMI | DDTW baseline | 0.04 | BPM | CNN AE template |
| Age | 0.17 | Handcrafted template | 0.04 | BMI | Handcrafted template | 0.03 | BPM | Handcrafted template |
| Age | 0.17 | Handcrafted baseline | 0.04 | BMI | Handcrafted baseline | 0.03 | BPM | Handcrafted baseline |
| Age | 0.08 | DDTW template | 0.03 | BMI | DDTW template | 0.03 | BPM | DDTW template |
| Age | 0.07 | Handcrafted optimal | 0.02 | BMI | Handcrafted optimal | 0.02 | BPM | Handcrafted optimal |
| Age | 0.05 | CNN AE optimal | 0.01 | BMI | CNN AE optimal | 0.01 | BPM | CNN AE optimal |
| Age | 0.05 | DDTW optimal | 0.01 | BMI | DDTW optimal | 0.01 | BPM | DDTW optimal |
| Height | 0.06 | Handcrafted baseline | 0.08 | PAD | CNN AE template | 0.09 | PAS | CNN AE baseline |
| Height | 0.06 | CNN AE baseline | 0.08 | PAD | CNN AE baseline | 0.09 | PAS | CNN AE template |
| Height | 0.06 | CNN AE template | 0.07 | PAD | Handcrafted template | 0.08 | PAS | DDTW baseline |
| Height | 0.06 | Handcrafted template | 0.07 | PAD | DDTW baseline | 0.08 | PAS | Handcrafted template |
| Height | 0.05 | DDTW baseline | 0.06 | PAD | Handcrafted baseline | 0.07 | PAS | Handcrafted baseline |
| Height | 0.02 | Handcrafted optimal | 0.03 | PAD | DDTW template | 0.03 | PAS | DDTW template |
| Height | 0.02 | DDTW template | 0.03 | PAD | Handcrafted optimal | 0.03 | PAS | Handcrafted optimal |
| Height | 0.02 | CNN AE optimal | 0.02 | PAD | CNN AE optimal | 0.02 | PAS | CNN AE optimal |
| Height | 0.01 | DDTW optimal | 0.02 | PAD | DDTW optimal | 0.02 | PAS | DDTW optimal |
| TT | 0.17 | DDTW baseline | 0.09 | PWV | DDTW baseline | 0.05 | Weight | DDTW baseline |
| TT | 0.17 | CNN AE baseline | 0.09 | PWV | CNN AE baseline | 0.05 | Weight | CNN AE template |
| TT | 0.16 | Handcrafted template | 0.09 | PWV | Handcrafted baseline | 0.05 | Weight | CNN AE baseline |
| TT | 0.16 | CNN AE template | 0.09 | PWV | CNN AE template | 0.04 | Weight | Handcrafted template |
| TT | 0.15 | Handcrafted baseline | 0.08 | PWV | Handcrafted template | 0.03 | Weight | DDTW template |
| TT | 0.07 | DDTW template | 0.04 | PWV | DDTW template | 0.03 | Weight | Handcrafted baseline |
| TT | 0.06 | Handcrafted optimal | 0.03 | PWV | Handcrafted optimal | 0.02 | Weight | Handcrafted optimal |
| TT | 0.05 | DDTW optimal | 0.03 | PWV | DDTW optimal | 0.02 | Weight | CNN AE optimal |
| TT | 0.05 | CNN AE optimal | 0.03 | PWV | CNN AE optimal | 0.02 | Weight | DDTW optimal |