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Table 11 5 fold CV of feature set Top 34–71

From: Vote-Based Feature Selection Method for Stratigraphic Recognition in Tunnelling Process of Shield Machine

Feature Rank

RF

LDA

QDA

SVM

KNN

Rank1+2

0.799

0.833

0.746

0.641

0.798

Rank2

0.878

0.890

0.862

0.846

0.892

Rank3

0.854

0.874

0.772

0.699

0.809

Rank4

0.804

0.804

0.759

0.727

0.810

Feature Rank

NN

NB

Bag

Ada

GBDT

Rank1+2

0.625

0.751

0.810

0.529

0.804

Rank2

0.603

0.852

0.900

0.595

0.854

Rank3

0.575

0.681

0.774

0.576

0.841

Rank4

0.723

0.755

0.810

0.515

0.765