Skip to main content

Table 8 UMAP Parameter space exploration

From: Polygenic risk modeling of tumor stage and survival in bladder cancer

 

Available

Reduced parameter set

All 9 parameters

Pipeline

Combinat.

R\(^2\)

Selected parameters

Regressor

R\(^2\)

Regressor

Uniform

2173

0.825

LR,LC,Metr,MiD,NN

HGBRa

0.820

HGBR

   

RS,Mix,Sp

   

Log-z

2170

0.825

LR,LC,Metr,MiD,NN

HGBR

0.825

HGBR

   

RS,Mix,Sp,NSR

   

Normal

2173

0.810

LR,LC,Metr,MiD,NN

HGBR

0.803

HGBR

   

RS,Mix,Sp

   
  1. aHistogram-based Gradient Boosting Regression Tree
Back to article page

BioData Mining

ISSN: 1756-0381