From: Clustering column-mean quantile median: a new methodology for imputing missing data
Algorithm | Evaluation technique | |||||
---|---|---|---|---|---|---|
NRMSE | Time | GC | ED | SNR | FDC | |
SVD | √ | ↔ | ↓ | ↔ | ↔ | √ |
BPCA | √ | ↔ | ↓ | ↔ | ↔ | √ |
Col-Mean | ↓ | ↓ | ↓ | ↔ | ↔ | √ |
Gene-Mean | √ | ↓ | ↓ | ↔ | ↔ | √ |
Col-Median | √ | ↓ | ↓ | ↓ | ↓ | ↓ |
Gene-Median | √ | ↓ | ↓ | ↔ | ↔ | √ |
LLS | √ | ↔ | ↓ | ↔ | ↔ | √ |
KNN | √ | √ | ↓ | ↔ | ↔ | √ |
CCMQM | √ | √ | √ | √ | ↔ | √ |