Research Article
A Novel Multiway Splits Decision Tree for Multiple Types of Data
Table 10
The tree size of five classifiers.
| | Dataset | Tree size (rank) | | J48 | CARTSL | OC1 | HHCART(A) | MSDT |
| | Blood | 12.60 0.87(2) | 179.64 1.00(5) | 7.88 0.75(1) | 16.56 0.88(3) | 32.72 2.50(4) | | Glass | 46.68 1.66(5) | 44.93 0.56(3) | 32.65 0.78(2) | 27.73 0.67(1) | 46.55 2.15(4) | | Image | 80.28 1.28(4) | 69.22 0.79(2) | 57.62 0.93(1) | 70.43 1.46(3) | 161.59 4.57(5) | | Iris | 8.40 0.24(4) | 8.56 0.14(5) | 5.10 0.08(2) | 5.60 0.12(3) | 4.00 0.00(1) | | Letter | 2326.72 9.04(5) | 2098.23 9.34(3) | 2285.22 9.81(4) | 1795.23 8.91(1) | 1893.41 11.64(2) | | MF-mor | 162.40 5.54(2) | 462.94 1.89(5) | 153.32 3.55(1) | 212.97 4.74(4) | 174.07 1.29(3) | | Wav1 | 546.74 7.62(5) | 484.45 2.61(4) | 470.26 6.17(3) | 465.34 6.62(2) | 178.12 5.12(1) | | Wav2 | 585.42 9.45(5) | 453.02 1.73(2) | 481.54 8.05(4) | 480.38 9.17(3) | 126.18 10.69(1) | | Wine | 9.54 0.31(4) | 10.47 0.62(5) | 9.25 0.30(3) | 7.83 0.27(2) | 4.00 0.72(1) | | Yeast | 328.70 4.12(4) | 463.38 2.33(5) | 260.47 9.81(2) | 303.25 6.40(3) | 101.52 9.00(1) | | Balance | 42.05 1.31(2) | 140.83 1.47(4) | 159.93 2.36(5) | 57.82 1.42(3) | 31.13 5.48(1) | | Car | 170.45 1.27(4) | 97.18 1.11(2) | 91.46 1.19(1) | 186.54 2.28(5) | 141.60 1.32(3) | | Chess | 54.66 1.07(4) | 52.15 0.64(2) | 53.70 0.96(3) | 49.62 1.38(1) | 106.96 2.90(5) | | Hayes | 27.13 0.55(4) | 22.09 0.33(3) | 20.73 0.47(2) | 29.75 0.51(5) | 18.63 0.94(1) | | MONK | 39.14 1.83(3) | 59.09 6.33(5) | 56.28 5.92(4) | 20.93 3.41(2) | 18.54 1.08(1) | | Abalone | 589.00 18.45(3) | 965.09 2.66(5) | 679.45 13.25(4) | 401.11 9.52(2) | 270.67 19.72(1) | | CMC | 247.16 6.21(3) | 611.94 3.87(5) | 538.95 8.36(4) | 108.92 4.78(1) | 139.64 6.33(2) | | Flags | 62.63 2.07(5) | 45.01 0.52(3) | 39.87 1.28(2) | 54.28 2.11(4) | 26.86 1.74(1) | | TAE | 93.01 3.75(4) | 56.40 0.53(2) | 50.57 0.66(1) | 68.82 0.72(3) | 114.40 1.76(5) | | Zoo | 11.00 0.00(3) | 9.65 0.00(1) | 12.07 0.23(5) | 10.53 0.07(2) | 11.08 0.57(4) | | Average | 272.19(3.75) | 316.71(3.55) | 273.32(2.7) | 218.68 (2.65) | 180.08 (2.35) |
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