Table 4 Comparison of the results of the proposed algorithm with other approaches using a simulated dataset (Syn1) of 100 samples and 1000 genes
From: A simple method to combine multiple molecular biomarkers for dichotomous diagnostic classification
Method | Software | Reference | # biomarkers used | Accuracy (%) |
|---|---|---|---|---|
KMC | Cleaver 1.0 | [67] | 1000 | 89 |
kNN | GeneCluster 2.0 | [68] | 127 | 95 |
WV | GeneCluster 2.0 | [68] | 127 | 97 |
SAM | SAM for Excel | [69] | 203 | 100 |
PAM | PAM for Excel | [69] | 224 | 100 |
SVM | GEPAS | [70] | 250 | 100 |
Proposed | Stata 7.0 | [71] | 22 | 100 |