Skip to main content
. 2022 Sep 15;13:942464. doi: 10.3389/fgene.2022.942464

TABLE 4.

Performance Comparison. Powers of simulations are given by this table. The percentage of the simulated datasets in which the correct markers are detected and at most two false positives are included is shown in the parentheses.

Model 1 ( r2 = 0.5)
MAF 0.05 0.1 0.2 0.5
STS-BN 0(0) 0.06(0.06) 0.84(0.86) 1(1)
bNEAT 0(0) 0.02(0.02) 0.88(0.9) 0.98(1)
DASSO-MB 0.02(0.08) 0.04(0.08) 0.7(0.86) 0.88(1)
MOMDR 0(0) 0(0) 0.74(0.84) 1(1)
BEAM 0(0) 0(0) 0(0) 0(0)
BOOST 0(0) 0.02(0.02) 0.7(0.98) 0(0.98)
SVM 0(0) 0(0) 0.12(0.46) 0.7(0.96)
Model 2 ( r2 = 0.5)
MAF 0.05 0.1 0.2 0.5
STS-BN 0.32(0.32) 0.62(0.62) 0.86(0.9) 0.46(0.46)
bNEAT 0.34(0.34) 0.76(0.76) 0.9(0.94) 0.48(0.48)
DASSO-MB 0.18(0.42) 0.46(0.64) 0.72(0.92) 0.34(0.46)
MOMDR 0.08(0.1) 0.38(0.46) 0.72(0.74) 0.22(0.24)
BEAM 0(0) 0(0) 0(0) 0(0)
BOOST 0.04(0.04) 0.26(0.34) 0.12(0.18) 0(0)
SVM 0.02(0.02) 0.14(0.2) 0.28(0.58) 0.2(0.44)
Model 3 ( r2 = 0.5)
MAF 0.05 0.1 0.2 0.5
STS-BN 0.7(0.74) 0.94(0.94) 0.98(1) 0.98(1)
bNEAT 0.88(0.88) 1(1) 0.96(1) 0.94(1)
DASSO-MB 0.36(0.82) 0.72(0.96) 0.84(1) 0.84(1)
MOMDR 0.56(0.6) 0.82(0.9) 1(1) 1(1)
BEAM 0(0) 0(0) 0(0) 0(0)
BOOST 0.38(0.74) 0.22(0.96) 0.24(1) 0.52(0.74)
SVM 0.1(0.2) 0.14(0.78) 0.36(0.82) 0.5(0.88)
Model 1 ( r2 = 0.7)
MAF 0.05 0.1 0.2 0.5
STS-BN 0(0) 0.02(0.02) 0.72(0.74) 1(1)
bNEAT 0.02(0.02) 0.12(0.12) 0.94(0.96) 0.98(1)
DASSO-MB 0(0.02) 0.02(0.02) 0.58(0.74) 0.8(1)
MOMDR 0(0) 0(0) 0.58(0.74) 1(1)
BEAM 0(0) 0(0) 0(0) 0(0)
BOOST 0(0) 0.02(0.02) 0.3(0.84) 0(0.98)
SVM 0(0) 0(0) 0.04(0.36) 0.38(0.86)
Model 2 ( r2 = 0.7)
MAF 0.05 0.1 0.2 0.5
STS-BN 0.22(0.22) 0.42(0.42) 0.7(0.7) 0.4(0.4)
bNEAT 0.4(0.4) 0.64(0.64) 0.78(0.82) 0.42(0.48)
DASSO-MB 0.14(0.44) 0.36(0.48) 0.58(0.7) 0.38(0.44)
MOMDR 0.08(0.1) 0.26(0.34) 0.44(0.54) 0.16(0.22)
BEAM 0(0) 0(0) 0(0) 0(0)
BOOST 0.08(0.18) 0.12(0.22) 0.02(0.14) 0(0)
SVM 0.02(0.02) 0.04(0.18) 0.04(0.5) 0.06(0.26)
Model 3 ( r2 = 0.7)
MAF 0.05 0.1 0.2 0.5
STS-BN 0.62(0.62) 0.94(0.94) 0.9(0.94) 1(1)
bNEAT 0.88(0.88) 0.96(0.96) 0.96(1) 1(1)
DASSO-MB 0.3(0.78) 0.64(0.96) 0.7(0.96) 0.8(1)
MOMDR 0.28(0.34) 0.64(0.76) 0.96(0.98) 0.98(0.98)
BEAM 0(0) 0(0) 0(0) 0(0)
BOOST 0.16(0.7) 0.06(0.94) 0(1) 0.26(0.8)
SVM 0.06(0.34) 0(0.78) 0.18(0.78) 0.44(0.88)
Model 1 ( r2 = 0.9)
MAF 0.05 0.1 0.2 0.5
STS-BN 0(0) 0.08(0.08) 0.66(0.68) 0.98(1)
bNEAT 0(0) 0.18(0.18) 0.8(0.84) 0.98(1)
DASSO-MB 0(0) 0.06(0.1) 0.4(0.68) 0.78(1)
MOMDR 0(0) 0(0) 0.58(0.7) 1(1)
BEAM 0(0) 0(0) 0(0) 0(0)
BOOST 0(0) 0(0.08) 0.04(0.94) 0(0.98)
SVM 0(0) 0(0) 0(0.32) 0.28(0.78)
Model 2 ( r2 = 0.9)
MAF 0.05 0.1 0.2 0.5
STS-BN 0.2(0.2) 0.22(0.22) 0.5(0.52) 0.26(0.26)
bNEAT 0.26(0.26) 0.56(0.56) 0.62(0.64) 0.42(0.44)
DASSO-MB 0.1(0.26) 0.08(0.28) 0.38(0.54) 0.22(0.36)
MOMDR 0.08(0.08) 0.32(0.36) 0.4(0.44) 0.1(0.12)
BEAM 0(0) 0(0) 0(0) 0(0)
BOOST 0(0.1) 0.08(0.32) 0(0.3) 0(0)
SVM 0(0.02) 0(0.08) 0.04 0.02
Model 3 ( r2 = 0.9)
MAF 0.05 0.1 0.2 0.5
STS-BN 0.56(0.56) 0.64(0.64) 0.82(0.84) 1(1)
bNEAT 0.86(0.86) 0.86(0.86) 0.92(0.96) 0.94(0.9)
DASSO-MB 0.34(0.58) 0.44(0.64) 0.62(0.84) 0.8(1)
MOMDR 0.26(0.32) 0.52(0.68) 0.9(0.94) 0.72(0.76)
BEAM 0(0) 0(0) 0(0) 0(0)
BOOST 0.02(0.84) 0.02(0.98) 0.02(0.94) 0.06(0.76)
SVM 0(0.38) 0(0.6) 0.08(0.78) 0.06(0.8)