From: Dynamic model updating (DMU) approach for statistical learning model building with missing data
Scenario | Dataset | Correlation | Maximum missing (%) | Complete row | Predictors | Outcome variable | Sample size (n) | ||
---|---|---|---|---|---|---|---|---|---|
Total | Train | Test | |||||||
1 | I |  ± 0.52 | 10 | Yes | 27 | Percentage of unhealthy days | 2596 | 1432 | 1164 |
2 |  ± 0.52 | 20 | Yes | 30 | Percentage of unhealthy days | 2596 | 1571 | 1025 | |
3 |  ± 0.52 | 30 | Yes | 32 | Percentage of unhealthy days | 2596 | 1793 | 803 | |
4 |  ± 0.52 | 10 | No | 27 | Percentage of unhealthy days | 2596 | 267 | 2329 | |
5 |  ± 0.52 | 20 | No | 30 | Percentage of unhealthy days | 2596 | 546 | 2050 | |
6 |  ± 0.52 | 30 | No | 32 | Percentage of unhealthy days | 2596 | 990 | 1606 | |
7 | II |  ± 0.52 | 10 | Yes | 5 | Body Mass Index | 1947 | 1000 | 947 |
8 |  ± 0.52 | 20 | Yes | 20 | Body Mass Index | 1947 | 1162 | 785 | |
9 |  ± 0.52 | 30 | Yes | 21 | Body Mass Index | 1947 | 1242 | 705 | |
10 |  ± 0.52 | 10 | No | 5 | Body Mass Index | 1947 | 52 | 1895 | |
11 |  ± 0.52 | 20 | No | 20 | Body Mass Index | 1947 | 376 | 1571 | |
12 |  ± 0.52 | 30 | No | 21 | Body Mass Index | 1947 | 536 | 1411 |