Table 3 Three different categories of ML classifiers are assigned i.e., \(\bigstar\) denotes classifiers with top performance for a modality, \(\bullet\) shows the moderate performing classifiers for a modality and \(\times\) represents the lowest performance.
From: Multi-omics driven computational framework for cancer molecular subtype classification
Classifier | Array | CNV | Exon | Meth. | RNASeq | RPPA | SNP | miRNA |
|---|---|---|---|---|---|---|---|---|
AB | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\bullet\) | \(\times\) | \(\times\) | \(\times\) |
BNB | \(\bullet\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) |
CB | \(\times\) | \(\times\) | \(\bullet\) | \(\times\) | \(\bullet\) | \(\times\) | \(\times\) | \(\times\) |
CNB | \(\bullet\) | - | \(\bullet\) | \(\times\) | \(\bullet\) | - | \(\times\) | \(\times\) |
DT | \(\times\) | \(\times\) | \(\times\) | \(\bullet\) | \(\bigstar\) | \(\times\) | \(\times\) | \(\times\) |
GNB | \(\bigstar\) | \(\times\) | \(\times\) | \(\bullet\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) |
GB | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) |
HGB | \(\bigstar\) | \(\times\) | \(\bigstar\) | \(\bigstar\) | \(\bigstar\) | \(\bullet\) | \(\times\) | \(\bigstar\) |
KNN | \(\bullet\) | \(\times\) | \(\bullet\) | \(\times\) | \(\bullet\) | \(\bullet\) | \(\times\) | \(\bullet\) |
LGBM | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) |
LR | \(\bigstar\) | \(\bullet\) | \(\bigstar\) | \(\bigstar\) | \(\bigstar\) | \(\bigstar\) | \(\times\) | \(\bigstar\) |
QDA | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) |
RF | \(\bullet\) | \(\bigstar\) | \(\times\) | \(\bigstar\) | \(\bigstar\) | \(\bullet\) | \(\times\) | \(\times\) |
SVM | \(\bigstar\) | \(\bigstar\) | \(\times\) | \(\bigstar\) | \(\bigstar\) | \(\bigstar\) | \(\times\) | \(\bigstar\) |
XGB | \(\bigstar\) | \(\bullet\) | \(\bigstar\) | \(\times\) | \(\bigstar\) | \(\bullet\) | \(\times\) | \(\bullet\) |
