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Table 1 Cross-validation accuracy

From: Is EC class predictable from reaction mechanism?

Package

CARET, Train

randomForest

Method

SVM (RBF)

SVM (poly)

kNN

RF

RF-OOB

Human Designed

0.865

0.883

0.787

0.907

0.910

Overall Bond Change

0.681

0.640

0.618

0.682

0.682

Overall Reaction Similarity

0.714

0.703

0.666

0.708

0.707

Composite Bond Change

0.623

0.611

0.557

0.614

0.616

Mechanistic Similarity

0.598

0.574

0.515

0.567

0.566

  1. Average cross-validated accuracy over 10 repetitions of 10-fold cross-validation, as shown in Figure 2, for four methods and five descriptor sets