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Table 7 t-SNE Parameter space exploration

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

 

Available

Reduced parameter set

All 5 parameters

Pipeline

Combinat.

R\(^2\)

Selected parameters

Regressor

R\(^{2}\)

Regressor

Uniform

615

0.968

\(\theta\), LR, Metr, Perp

ETRa

0.961

ETR

Log-z

601

0.835

Metr, Perp

Bagging

0.814

ETR

Normal

608

0.884

LR, Metr, Perp

Votingb

0.821

ETR

  1. aMeta estimator fitting 100 randomized decision trees
  2. bAveraged individual predictions of Bagging, Random Forest and Gradient Boosting regressors