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TableĀ 4 Median percentage prediction error during testing/fitting (%)

From: A mass-market appraisal of the English housing rental market using a diverse range of modelling techniques

Testing PBA GLM GB SVM Cubist MARS Ensemble Best MLA
Jan 7.95 16.62 16.07 13.80 13.59 20.73 13.44 13.28
Feb 8.17 16.55 15.22 13.30 13.46 20.66 13.04 13.02
Mar 8.35 16.28 15.24 13.32 13.22 20.66 13.14 12.89
Apr 8.47 15.83 15.00 13.13 13.31 20.49 12.95 13.05
May 8.62 15.94 14.85 12.99 13.04 20.01 13.32 12.98
Jun 8.82 16.02 15.07 13.39 13.36 19.83 13.04 13.13
Jul 9.23 15.68 14.82 12.97 12.91 19.69 12.87 12.57
Aug 9.26 15.70 14.74 13.02 12.90 19.92 12.91 12.74
Sep 9.26 15.12 14.40 12.55 12.38 19.25 12.40 12.31
Oct 9.80 16.14 15.17 13.40 13.39 19.67 13.39 13.10
Nov 9.95 16.70 15.76 13.83 13.89 19.64 14.46 13.36
Dec 9.73 15.77 14.76 13.20 12.35 19.36 13.00 13.03
All 9.07 16.04 15.11 13.25 13.18 20.01 13.06 12.95