Table 8.
Mutual Information of patient demographic data, PPG optical features and features derived using ECG, for the Aurora-BP dataset60. While all features combined have an Info-Fraction of just 9.8% for the SBP prediction task, they encode much more information for the HR prediction (87.7%) and RWAT prediction (64.6%) tasks.
Feature | Mutual Information | ||
---|---|---|---|
SBP (bits) | HR (bits) | RWAT (bits) | |
Age | 0.026 | 0.015 | 0.000 |
Weight | 0.024 | 0.024 | 0.000 |
Height | 0.007 | 0.000 | 0.000 |
HR | 0.130 | 2.000 | 0.658 |
std HR | 0.009 | 1.230 | 0.509 |
rPAT | 0.200 | 0.220 | 0.116 |
HRV | 0.170 | 0.295 | 0.131 |
Inv. PAT | 0.070 | 0.132 | 0.065 |
Quality | 0.100 | 0.080 | 0.000 |
0.016 | 0.476 | 0.584 | |
std | 0.009 | 0.232 | 0.252 |
rPAT | 0.160 | 0.165 | 0.074 |
Inv. PAT | 0.060 | 0.072 | 0.063 |
0.014 | 0.131 | 0.139 | |
HRV | 0.170 | 0.130 | 0.016 |
HR | 0.025 | 0.242 | 0.234 |
Quality | 0.070 | 0.060 | 0.001 |
Combined | 0.364 | 3.240 | 1.650 |
Entropy | 3.680 | 3.650 | 2.540 |
Info-Fraction (Combined) | 9.89% | 88.8% | 65.0% |