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Table 6 Average complexity of the models obtained by DFRT and DRT for the synthetic datasets

From: Building efficient fuzzy regression trees for large scale and high dimensional problems

Problem

DFRT

DRT

#nodes

#leaves

#nodes

#leaves

\(f_1\)

634.9

317.9

43,110.0

21,555.5

\(f_{19}\)

678.8

339.9

37,203.3

18,602.2

\(f_2\)

602.5

301.8

63,636.6

31,818.8

\(f_4\)

314.4

157.7

48,858.8

24,429.9

  1. The best results for each dataset have been emphasized in italic font