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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