Table 4 Classification accuracy (%) of KNN and SVM on the used dataset with different imputation methods
From: An efficient ensemble method for missing value imputation in microarray gene expression data
Imputation method | KNN (%) | SVM (%) |
|---|---|---|
KNNimpute | 72.13 | 73.77 |
LLSimpute | 72.13 | 73.77 |
SVDimpute | 72.13 | 72.13 |
ILLSimpute | 70.49 | 72.13 |
IKNNimpute | 72.13 | 73.77 |
SLLSimpute | 72.13 | 72.13 |
SKNNimpute | 72.13 | 72.13 |
ZEROimpute | 72.13 | 72.13 |
MEANimpute | 73.77 | 75.40 |
ENSEMBLEimpute | 77.05 | 80.32 |