Dataset (1) trees.RandomFo | (2) meta.AdaBoo (3) meta.Baggin (4) meta.AdaBoo (5) meta.Baggin -------------------------------------------------------------------------------------------------------------- iris (100) 94.67(5.01) | 94.73(5.04) 94.80(5.32) 94.60(4.99) 94.80(5.41) -------------------------------------------------------------------------------------------------------------- (v/ /*) | (0/1/0) (0/1/0) (0/1/0) (0/1/0) Dataset (1) trees.RandomFor | (2) meta.AdaBoos (3) meta.Bagging (4) meta.AdaBoos (5) meta.Bagging ------------------------------------------------------------------------------------------------------------------- contact-lenses (100) 75.33(27.67) | 75.67(27.77) 76.17(28.15) 75.00(28.08) 76.17(28.15) Dataset (1) trees.RandomFo | (2) meta.AdaBoo (3) meta.Baggin (4) meta.AdaBoo (5) meta.Baggin -------------------------------------------------------------------------------------------------------------- breast-cancer (100) 69.75(6.88) | 69.45(7.96) 70.11(6.56) 68.33(7.87) 69.93(6.73) Dataset (1) trees.RandomFo | (2) meta.AdaBoo (3) meta.Baggin (4) meta.AdaBoo (5) meta.Baggin -------------------------------------------------------------------------------------------------------------- german_credit (100) 76.33(3.31) | 76.07(3.27) 76.22(3.10) 74.69(3.46) 76.05(3.19) Dataset (1) trees.RandomFo | (2) meta.AdaBoo (3) meta.Baggin (4) meta.AdaBoo (5) meta.Baggin -------------------------------------------------------------------------------------------------------------- pima_diabetes (100) 76.10(4.49) | 76.24(4.48) 76.29(4.36) 73.64(4.23) * 76.26(4.34) Dataset (1) trees.RandomFo | (2) meta.AdaBoo (3) meta.Baggin (4) meta.AdaBoo (5) meta.Baggin -------------------------------------------------------------------------------------------------------------- Glass (100) 79.72(8.72) | 79.42(8.59) 78.27(8.34) 79.91(7.52) 78.69(8.19) Dataset (1) trees.RandomFo | (2) meta.AdaBoo (3) meta.Baggin (4) meta.AdaBoo (5) meta.Baggin -------------------------------------------------------------------------------------------------------------- ionosphere (100) 93.48(3.87) | 93.37(4.23) 93.57(3.98) 93.54(3.94) 93.57(4.02) Dataset (1) trees.RandomFor | (2) meta.AdaBoos (3) meta.Bagging (4) meta.AdaBoos (5) meta.Bagging ------------------------------------------------------------------------------------------------------------------- labor-neg-data (100) 88.17(13.99) | 88.27(13.33) 88.77(13.65) 89.63(13.37) 88.77(13.86) Dataset (1) trees.RandomFo | (2) meta.AdaBoo (3) meta.Baggin (4) meta.AdaBoo (5) meta.Baggin -------------------------------------------------------------------------------------------------------------- segment (100) 97.82(1.28) | 97.87(1.27) 97.59(1.43) 97.85(1.26) 97.57(1.46) Dataset (1) trees.RandomFo | (2) meta.AdaBoo (3) meta.Baggin (4) meta.AdaBoo (5) meta.Baggin -------------------------------------------------------------------------------------------------------------- soybean (100) 93.18(2.75) | 91.82(2.84) 92.97(2.73) 91.67(3.00) 91.83(2.82) Dataset (1) trees.RandomFo | (2) meta.AdaBoo (3) meta.Baggin (4) meta.AdaBoo (5) meta.Baggin -------------------------------------------------------------------------------------------------------------- unbalanced (100) 98.49(0.53) | 98.52(0.54) 98.56(0.49) 98.20(0.87) 98.56(0.49) Dataset (1) trees.RandomFo | (2) meta.AdaBoo (3) meta.Baggin (4) meta.AdaBoo (5) meta.Baggin -------------------------------------------------------------------------------------------------------------- vote (100) 96.55(2.48) | 96.00(2.77) 96.57(2.33) 93.97(3.25) * 96.22(2.44)