Table 2.
Results from studies that used descriptive models with time-dependent output.
| Method and authors | Domain | Independent variables | Dependent variable | ||||
| Classical time series | |||||||
|
|
Chen et al [69] | Health care (patient data) | HRa, resting HR | Heartbeat | |||
|
|
Kazmi et al [33] | Physiology | HR, HRVb, time | HR | |||
|
|
Zakeri et al [80] | Physical activity | HR, energy expenditure, accelerometer, age | Energy expenditure | |||
|
|
Peng et al [70] | Medical | HR, heartbeat, time | HR | |||
| Mixed regression | |||||||
|
|
Gee et al [75] | Biomedical | HR, heartbeat, respiration, time | HR | |||
|
|
Bonomi et al [81] | Physical activity | HR, energy expenditure, photoplethysmography, accelerometer | HR | |||
|
|
Xu et al [82] | Physical activity | HR, energy expenditure, different training paradigms, age, height, weight | Energy expenditure | |||
aHR: heart rate.
bHRV: heart rate variability.