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Table 4 Comparison between accuracies of single best trees

From: Selecting a representative decision tree from an ensemble of decision-tree models for fast big data classification

Algorithm name

UCI dataset name

Best SySM tree train 80%

Most accurate tree train 80%

Best SySM tree train 90%

CART

Poker Hand

0.517

0.528

0.530

CART

SUSY

0.777

0.781

0.777

CART

RLCP

0.997

0.997

0.998

CART

KDD Cup

0.995

0.996

0.997

CART

Household Elec.

0.678

0.691

0.713

CART

HIGGS

0.995

0.996

0.997

J48

Poker Hand

0.550

0.574

0.531

J48

SUSY

0.673

0.736

0.783

J48

RLCP

0.999

1.000

0.999

J48

KDD Cup

0.998

0.999

0.998

J48

Household Elec.

0.627

0.638

0.646

J48

HIGGS

0.647

0.653

0.654

  1. In italics the most accurate per line