TABLE V.
Regression performance with alternative optimization criteria.
| Method | KRRR | KRRP | PCRR | PCRF | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Data set | Ours | Sum | Product | Ours | Sum | Product | Ours | Sum | Product | Ours | Sum | Product |
| Housing | 2.89(0.77) | 3.06(0.78) | 3.30(0.85) | 3.71(0.87) | 4.75(0.89) | 4.66(1.75) | 4.04(0.88) | 9.46(5.73) | 6.48(3.85) | 8.45(1.72) | 5.56(6.77) | 4.97(3.98) |
| Mpg | 2.51(0.52) | 2.63(0.50) | 2.64(0.49) | 2.82(0.45) | 4.34(2.51) | 18.04(2.59) | 3.00(0.58) | 4.56(0.83) | 4.25(0.69) | 7.30(0.81) | 5.48(6.04) | 4.29(3.21) |
| Slump | 6.62(1.49) | 6.87(1.51) | 6.85(1.51) | 7.09(1.22) | 8.03(1.78) | 13.17(2.84) | 6.39(1.53) | 7.65(1.86) | 7.64(1.87) | 7.68(1.88) | 14.70(9.04) | 16.79(9.10) |
| Price | 2.21(0.90) | 2.73(1.45) | 2.76(1.46) | 3.08(1.20) | 2.72(1.11) | 3.10(1.11) | 3.90(2.16) | 4.17(2.85) | 4.17(2.86) | 6.06(1.93) | 8.76(1.99) | 13.43(20.9) |
| Diabetes | 0.55(0.23) | 0.66(0.29) | 0.75(0.33) | 0.52(0.17) | 0.60(0.21) | 3.47(2.15) | 0.76(0.33) | 0.86(0.45) | 0.86(0.43) | 1.01(1.47) | 1.09(1.56) | 0.65(0.22) |
| Wdbc | 31.46(1.59) | 47.99(7.01) | 48.60(8.98) | 34.11(4.23) | 51.31(16.98) | 64.29(73.02) | 30.66(4.71) | 34.01(4.86) | 38.91(5.31) | 34.47(10.27) | 56.61(19.90) | 56.58(32.64) |
| Servo | 0.51(0.29) | 0.60(0.31) | 0.57(0.30) | 0.70(0.25) | 0.94(0.36) | 1.33(0.40) | 0.71(0.30) | 0.83(0.50) | 0.86(0.49) | 1.13(0.25) | 0.70(0.27) | 0.91(0.33) |
| Puma-8nm | 1.44(0.02) | 1.50(0.03) | 1.50(0.03) | 1.42(0.02) | 3.40(0.59) | 3.89(0.04) | 3.69(0.02) | 2.25(0.38) | 2.37(0.53) | 3.71(0.32) | 8.50(0.87) | 6.96(3.00) |
| Puma-8nh | 3.65(0.03) | 3.80(0.03) | 3.86(0.04) | 5.08(1.26) | 4.36(0.29) | 4.54(0.03) | 4.39(0.04) | 3.90(0.64) | 3.97(0.65) | 4.58(0.29) | 13.82(3.81) | 11.27(5.41) |
| Puma-8fm | 1.13(0.01) | 1.18(0.01) | 1.18(0.01) | 1.27(0.01) | 1.52(0.48) | 2.79(0.12) | 1.28(0.05) | 2.58(0.97) | 2.09(0.84) | 1.29(0.005) | 6.98(1.23) | 3.88(2.81) |
| Puma-8fh | 3.23(0.01) | 3.28(0.02) | 3.28(0.02) | 3.78(0.16) | 3.81(0.38) | 3.79(0.08) | 3.22(0.01) | 3.40(0.38) | 3.30(0.12) | 3.75(0.24) | 9.78(5.64) | 7.82(5.44) |
| Kin-8nm | 0.11(0.002) | 0.12(0.008) | 0.13(0.01) | 0.18(0.0008) | 0.21(0.02) | 0.68(0.35) | 0.19(0.01) | 0.21(0.02) | 0.22(0.02) | 0.22(0.04) | 0.27(0.24) | 0.26(0.25) |
| Kin-8nh | 0.18(0.001) | 0.19(0.002) | 0.19(0.002) | 0.20(0.002) | 0.22(0.005) | 0.42(0.27) | 0.21(0.007) | 0.22(0.002) | 0.23(0.01) | 0.25(0.005) | 0.50(0.47) | 0.29(0.01) |
| Kin-8fm | 0.016(0.002) | 0.020(0.0005) | 0.020(0.0005) | 0.013(0.0001) | 0.020(0.0001) | 0.57(0.22) | 0.05(0.01) | 0.07(0.03) | 0.06(0.01) | 0.02(0.0001) | 0.11(0.29) | 0.03(0.01) |
| Kin-8fh | 0.07(0.002) | 0.05(0.0007) | 0.046(0.0005) | 0.046(0.0002) | 0.05(0.0001) | 0.75(0.30) | 0.06(0.01) | 0.08(0.03) | 0.08(0.02) | 0.07(0.07) | 0.13(0.25) | 0.06(0.02) |