MLW-gcForest: a multi-weighted gcForest model towards the staging of lung adenocarcinoma based on multi-modal genetic data

Table 1 Performance comparison of different modal data with different methods

Classification algorithm	Methylation		RNA		CNV
Classification algorithm	Precision	F₁	Precision	F₁	Precision	F₁
SVM	0.524	0.519	0.552	0.558	0.427	0.434
KNN	0.584	0.605	0.533	0.528	0.460	0.466
LR	0.575	0.572	0.609	0.603	0.446	0.486
RF	0.606	0.618	0.611	0.602	0.512	0.557
gcForest	0.715	0.709	0.634	0.643	0.616	0.628
MLW-gcForest	0.771	0.767	0.659	0.669	0.675	0.677

ISSN: 1471-2105