From: Clustering column-mean quantile median: a new methodology for imputing missing data
Methods | BPCA | LLS | KNN | SVD | Col-Mean |
Datamiss10-MCAR | 0.05214104 | 0.092514872 | 0.119196136 | 0.068532175 | 1.970075271 |
Datamiss20-MCAR | 0.014523332 | 0.046446814 | 0.04910162 | 0.00135164 | 2.368917801 |
Datamiss30-MCAR | 0.043731779 | 0.08784931 | 0.192496484 | 0.062374755 | 4.040500486 |
Methods | Col-Median | Gene-Mean | Gene-Median | CCMQM | Â |
Datamiss10-MCAR | 0.082315756 | 0.109826697 | 0.135463842 | 0.080876335 | Â |
Datamiss20-MCAR | 0.110654622 | 0.102653285 | 0.143454981 | 0.179859706 | |
Datamiss30-MCAR | 0.263204848 | 0.124305293 | 0.168257497 | 0.289367955 |