1. Elementary measures of change |
1. Range |
Basic descriptive statistics that ignore the temporal trend |
2. Mean-over-time |
3. Standard deviation (SD) |
4. Coefficient of variation |
5. Change |
Last observation - First observation |
6. Mean change per week |
Weekly value of change |
7. Change/first score |
Rescale change based on the first observation |
8. Change/mean-over-time |
Rescale the change based on all of the observations |
9. slop b |
Achieve from a linear regression model of observations on times |
10. R2 of the linear model |
The proportion of variation of observation that could be explained by the linear trend of the time |
2. Measures of nonlinearity and in-constituency of change |
11. Max Δ1 (Δ1, i = yi + 1 - yi) |
indicates that there is at least one big increase between two consecutive scores |
12. SD Δ1
|
A high value of measure indicates that the first differences are not constant and that the pattern is therefore not linear |
13. SD Δ1 per week |
Adjust for the time elapsed between two consecutive scores |
14. Mean | Δ1| |
A high value of measure indicates that there are many abrupt changes during the time |
15. Max | Δ1| |
A high value of measure indicates that there is at least one crucial abrupt change regardless of the sign |
16. Ratio, max | Δ1|/mean-over-time |
To measure the relative importance of the significant abrupt |
17. ratio, max | Δ1|/b |
b is the coefficient of linear regression |
18. Ratio, SD Δ1/b |
To assess the relative importance of the variability of the first differences |
3. Measures sensitive to nonmonotonicity and abrupt short-term fluctuations |
19. Mean Δ2 (Δ2, i = Δ1, i + 1 - Δ1, i) |
To detect rather regular but nonlinear patterns |
20. Mean |Δ2| |
Useful for further classifying trajectories for that measure 19 is close to 0 |
21. Max |Δ2| |
Indicates whether there is an essential local peak or valley |
22. Ratio, max |Δ2|/mean-over-time |
To assess the relative importance of the local peak |
23. Ratio, max |Δ2|/mean |Δ1| |
To assess the relative importance of the local peak |
24. Ratio, mean |Δ2|/mean |Δ1| |
To assess the relative importance of the fluctuation around the general rate of change |
4. Measures contrasting early vs. later change |
25. Ratio, early/later change |
More remarkable than 1.0 if the magnitude of early change is more significant than the later change |
26. Ratio, early/total change |
Share of early change from the total change |
27. Ratio, late/total change |
Share of late change from the total change |