Step | Method | R package | Reference |
---|---|---|---|
Missing data pattern | Graphically | VIM | [80] |
MI approaches for missing data imputation | JM-FJ | mitml | [19] |
JM-MLMM | Â | Â | |
JM-SMC | jomo | [18] | |
JM-SMC-het | |||
hmi | hmi | [23] | |
JointAI | JointAI | [24] | |
FCS-LMM | mice | [8] | |
FCS-LMM-het | |||
FCS-LMM-LN | miceadds | [20] | |
FCS-LMM-LN-het | |||
FCS-MLMM-LN | micemd | [22] | |
SI approaches for missing data imputation | Cross Mean | longitudinalData | [25] |
Cross Median | |||
Cross Hot Deck | |||
Traj Mean | |||
Traj Median | |||
Traj Hot Deck | |||
LOCF | |||
NOCB | |||
Interpolation LOCF | |||
Interpolation Global | |||
Interpolation Local | |||
Interpolation Bisector | |||
Copy mean LOCF | |||
Copy mean global | |||
Copy mean local | |||
Copy mean bisector | |||
Fitting parametric longitudinal model | Linear mixed effects model | lme4 | [81] |
Fitting non-parametric longitudinal model | Longitudinal regression tree | REEMtree | [82] |
Missing data simulation | genMiss function | simstudy | [83] |