Features | Imputation methods | ||||||
---|---|---|---|---|---|---|---|
Amelia II | MICE | missForest | k-RN | wk-NN | k-RN | wk-NN MI | |
k=10 | k=10 | k=20 | k=20 | ||||
sex | 0.4440 | 0.4813 | 0.4366 | 0.5560 | 0.4366 | 0.4440 | 0.3955 |
familiality | 0.2724 | 0.0970 | 0.1381 | 0.0597 | 0.0597 | 0.0597 | 0.0821 |
genetics | 0.3166 | 0.2124 | 0.1776 | 0.1506 | 0.1506 | 0.1506 | 0.1351 |
FTD | 0.4749 | 0.3575 | 0.3911 | 0.2179 | 0.2626 | 0.2235 | 0.2346 |
onset site | 0.2910 | 0.1418 | 0.1343 | 0.4552 | 0.0896 | 0.4664 | 0.0522 |
NIV | 0.0485 | 0.0299 | 0.0634 | 0.0410 | 0.0149 | 0.0410 | 0.0075 |
PEG | 0.0050 | 0.0101 | 0.0352 | 0.0050 | 0.0050 | 0.0050 | 0.0050 |
Average | 0.2646 | 0.1900 | 0.1966 | 0.2122 | 0.1456 | 0.1986 | 0.1303 |