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Table 3 Prediction accuracies by EC class

From: Is EC class predictable from reaction mechanism?

Package & Method

randomForest, Random Forest

EC Class

1

2

3

4

5

6

Human Designed

0.961

0.816

0.948

0.835

0.952

0.877

Overall Bond Change

0.823

0.394

0.849

0.605

0.500

0.731

Overall Reaction Similarity

0.865

0.500

0.828

0.568

0.628

0.600

Composite Bond Change

0.870

0.406

0.680

0.495

0.276

0.654

Mechanistic Similarity

0.817

0.363

0.722

0.334

0.333

0.315

  1. Prediction accuracies by EC class and descriptor type. These data are for the RF method as implemented in the R package randomForest [48].