10 * 30way cross-val v = win = tie * = loss Tester: weka.experiment.PairedTTester Analysing: Mean_absolute_error Datasets: 13 Resultsets: 2 Confidence: 0.05 (two tailed) Sorted by: - Date: 9/19/10 10:34 PM Dataset (1) trees.M5P '-M | (2) functions. ------------------------------------------------------------ antABCD_tmp (30) 0.41(0.03) | 0.42(0.03) v camelABC_tmp (30) 0.69(0.05) | 0.70(0.04) forrestAB_tmp (30) 0.90(0.27) | 1.03(0.41) v ivyAB_tmp (30) 1.37(0.57) | 1.42(0.58) jeditABCD_tmp (30) 0.82(0.08) | 0.88(0.07) v log4jAB_tmp (30) 0.54(0.06) | 0.58(0.06) v luceneAB_tmp (30) 1.39(0.20) | 1.48(0.15) v pbeansB_tmp (30) 0.67(0.66) | 0.74(0.41) poiABC_tmp (30) 0.99(0.06) | 1.00(0.06) synapseAB_tmp (30) 0.42(0.04) | 0.46(0.04) v velocityAB_tmp (30) 0.97(0.11) | 0.98(0.15) xalanABC_tmp (30) 0.57(0.02) | 0.58(0.01) v xercesABC_tmp (30) 0.65(0.05) | 0.69(0.04) v ------------------------------------------------------------ Average 0.80 | 0.84 ------------------------------------------------------------ (v/ /*) | (8/5/0) Key: (1) trees.M5P '-M 4.0' -6.1184390397682442E18 (2) functions.LinearRegression '-S 2 -R 1.0E-8' -3.3645808620465736E18 Tester: weka.experiment.PairedTTester Analysing: Correlation_coefficient Datasets: 13 Resultsets: 2 Confidence: 0.05 (two tailed) Sorted by: - Date: 9/19/10 10:37 PM Dataset (1) trees.M5P '-M | (2) functions. ------------------------------------------------------------- antABCD_tmp (30) 0.40(0.08) | 0.42(0.08) camelABC_tmp (30) 0.29(0.19) | 0.31(0.20) forrestAB_tmp (30) -0.07(0.19) | 0.02(0.17) v ivyAB_tmp (30) 0.39(0.21) | 0.41(0.20) jeditABCD_tmp (30) 0.67(0.07) | 0.66(0.06) log4jAB_tmp (30) 0.70(0.12) | 0.70(0.12) luceneAB_tmp (30) 0.64(0.14) | 0.66(0.09) pbeansB_tmp (30) 0.47(0.38) | 0.26(0.45) * poiABC_tmp (30) 0.32(0.10) | 0.33(0.11) synapseAB_tmp (30) 0.43(0.09) | 0.43(0.09) velocityAB_tmp (30) 0.35(0.25) | 0.28(0.28) xalanABC_tmp (30) 0.48(0.05) | 0.49(0.05) xercesABC_tmp (30) 0.37(0.15) | 0.37(0.12) ------------------------------------------------------------- Average 0.42 | 0.41 ------------------------------------------------------------- (v/ /*) | (1/11/1) Key: (1) trees.M5P '-M 4.0' -6.1184390397682442E18 (2) functions.LinearRegression '-S 2 -R 1.0E-8' -3.3645808620465736E18 Tester: weka.experiment.PairedTTester Analysing: Relative_absolute_error Datasets: 13 Resultsets: 2 Confidence: 0.05 (two tailed) Sorted by: - Date: 9/19/10 10:38 PM Dataset (1) trees.M5P '-M 4. | (2) functions.Lin ------------------------------------------------------------------ antABCD_tmp (30) 80.36( 3.82) | 83.12( 5.16) v camelABC_tmp (30) 90.59( 4.88) | 91.33( 3.57) forrestAB_tmp (30) 119.40(35.85) | 140.16(71.31) v ivyAB_tmp (30) 124.38(56.46) | 129.74(58.30) jeditABCD_tmp (30) 71.75( 6.39) | 77.56( 5.35) v log4jAB_tmp (30) 63.70( 6.07) | 67.60( 7.12) v luceneAB_tmp (30) 82.27(10.33) | 87.72(11.60) v pbeansB_tmp (30) 106.91(83.79) | 119.55(49.35) poiABC_tmp (30) 96.98( 3.92) | 97.93( 4.51) synapseAB_tmp (30) 82.41( 6.06) | 90.18( 6.86) v velocityAB_tmp (30) 92.99(11.04) | 93.96(13.21) xalanABC_tmp (30) 83.55( 2.71) | 86.03( 1.45) v xercesABC_tmp (30) 91.19( 6.52) | 96.26( 5.21) v ------------------------------------------------------------------ Average 91.27 | 97.01 ------------------------------------------------------------------ (v/ /*) | (8/5/0) Key: (1) trees.M5P '-M 4.0' -6.1184390397682442E18 (2) functions.LinearRegression '-S 2 -R 1.0E-8' -3.3645808620465736E18 Tester: weka.experiment.PairedTTester Analysing: measureNumRules Datasets: 13 Resultsets: 2 Confidence: 0.05 (two tailed) Sorted by: - Date: 9/19/10 10:38 PM Dataset (1) trees.M5P '-M | (2) functio ---------------------------------------------------------- antABCD_tmp (0) 3.70(3.41) | camelABC_tmp (0) 7.60(9.22) | forrestAB_tmp (0) 1.47(0.68) | ivyAB_tmp (0) 1.97(2.36) | jeditABCD_tmp (0) 7.87(9.24) | log4jAB_tmp (0) 2.40(1.87) | luceneAB_tmp (0) 4.33(3.53) | pbeansB_tmp (0) 1.07(0.25) | poiABC_tmp (0) 6.13(5.04) | synapseAB_tmp (0) 4.90(3.37) | velocityAB_tmp (0) 3.83(2.96) | xalanABC_tmp (0) 10.63(8.29) | xercesABC_tmp (0) 6.43(4.90) | ---------------------------------------------------------- Average 4.79 | NaN.00 ---------------------------------------------------------- (v/ /*) | (0/0/0 Key: (1) trees.M5P '-M 4.0' -6.1184390397682442E18 (2) functions.LinearRegression '-S 2 -R 1.0E-8' -3.3645808620465736E18