library(msgps)
x=as.matrix(w[,2:11]);y=(w[,12]);x2=as.matrix(w[,13:76])
al=msgps(x2,y,penalty="alasso",gamma=1,lambda=0)
summary(al)
plot(al)
运行结果为:
Call: msgps(X = x2, y = y, penalty = "alasso", gamma = 1, lambda = 0)
Penalty: "alasso"
gamma: 1
lambda: 0
df:
tuning df
[1,] 0.0000 0.000
[2,] 0.4512 1.041
[3,] 1.7013 4.437
[4,] 2.9654 9.196
[5,] 4.4141 12.282
[6,] 5.4804 13.967
[7,] 6.7036 16.274
[8,] 8.0005 18.728
[9,] 9.7234 22.121
[10,] 12.0295 25.950
[11,] 14.4061 28.959
[12,] 16.5069 31.132
[13,] 18.8378 32.991
[14,] 21.5355 35.928
[15,] 24.5733 39.876
[16,] 27.5621 43.266
[17,] 30.9658 45.287
[18,] 34.5992 47.064
[19,] 38.6269 49.049
[20,] 45.3670 54.277
tuning.max: 45.37
ms.coef:
Cp AICC GCV BIC
(Intercept) 1.521e+02 1.521e+02 1.521e+02 152.13
x2.age 0.000e+00 0.000e+00 0.000e+00 0.00
x2.sex -2.157e+02 -2.157e+02 -2.157e+02 -163.49
x2.bmi 5.060e+02 5.060e+02 5.060e+02 506.01
x2.map 3.127e+02 3.127e+02 3.127e+02 275.38
x2.tc -1.486e+02 -1.486e+02 -1.486e+02 -148.57
x2.ldl 1.803e+01 1.803e+01 1.803e+01 10.57
x2.hdl -2.294e+02 -2.294e+02 -2.294e+02 -219.44
x2.tch 0.000e+00 0.000e+00 0.000e+00 0.00
x2.ltg 7.031e+02 7.031e+02 7.031e+02 672.61
x2.glu 0.000e+00 0.000e+00 0.000e+00 0.00
x2.age.2 0.000e+00 0.000e+00 0.000e+00 0.00
x2.bmi.2 0.000e+00 0.000e+00 0.000e+00 0.00
x2.map.2 0.000e+00 0.000e+00 0.000e+00 0.00
x2.tc.2 1.330e+02 1.330e+02 1.330e+02 -36.68
x2.ldl.2 -9.573e+01 -9.573e+01 -9.573e+01 0.00
x2.hdl.2 -3.046e+01 -3.046e+01 -3.046e+01 0.00
x2.tch.2 9.200e+01 9.200e+01 9.200e+01 14.30
x2.ltg.2 3.624e+02 3.624e+02 3.624e+02 160.38
x2.glu.2 3.978e+01 3.978e+01 3.978e+01 0.00
x2.age.sex 1.629e+02 1.629e+02 1.629e+02 99.46
x2.age.bmi 0.000e+00 0.000e+00 0.000e+00 0.00
x2.age.map 0.000e+00 0.000e+00 0.000e+00 0.00
x2.age.tc 0.000e+00 0.000e+00 0.000e+00 0.00
x2.age.ldl 0.000e+00 0.000e+00 0.000e+00 0.00
x2.age.hdl 0.000e+00 0.000e+00 0.000e+00 0.00
x2.age.tch 0.000e+00 0.000e+00 0.000e+00 0.00
x2.age.ltg 3.605e+01 3.605e+01 3.605e+01 0.00
x2.age.glu 0.000e+00 0.000e+00 0.000e+00 0.00
x2.sex.bmi 0.000e+00 0.000e+00 0.000e+00 0.00
x2.sex.map 2.300e+01 2.300e+01 2.300e+01 0.00
x2.sex.tc 3.295e+01 3.295e+01 3.295e+01 0.00
x2.sex.ldl -6.030e+01 -6.030e+01 -6.030e+01 0.00
x2.sex.hdl 2.860e+01 2.860e+01 2.860e+01 0.00
x2.sex.tch 0.000e+00 0.000e+00 0.000e+00 0.00
x2.sex.ltg 0.000e+00 0.000e+00 0.000e+00 0.00
x2.sex.glu 0.000e+00 0.000e+00 0.000e+00 0.00
x2.bmi.map 1.175e+02 1.175e+02 1.175e+02 68.38
x2.bmi.tc 0.000e+00 0.000e+00 0.000e+00 0.00
x2.bmi.ldl 0.000e+00 0.000e+00 0.000e+00 0.00
x2.bmi.hdl 0.000e+00 0.000e+00 0.000e+00 0.00
x2.bmi.tch 0.000e+00 0.000e+00 0.000e+00 0.00
x2.bmi.ltg 0.000e+00 0.000e+00 0.000e+00 0.00
x2.bmi.glu 0.000e+00 0.000e+00 0.000e+00 0.00
x2.map.tc 1.927e+01 1.927e+01 1.927e+01 11.19
x2.map.ldl 0.000e+00 0.000e+00 0.000e+00 0.00
x2.map.hdl 6.216e+00 6.216e+00 6.216e+00 0.00
x2.map.tch 0.000e+00 0.000e+00 0.000e+00 0.00
x2.map.ltg 0.000e+00 0.000e+00 0.000e+00 0.00
x2.map.glu 0.000e+00 0.000e+00 0.000e+00 0.00
x2.tc.ldl 8.827e+01 8.827e+01 8.827e+01 61.54
x2.tc.hdl -1.998e-15 -1.998e-15 -1.998e-15 19.89
x2.tc.tch -2.717e+02 -2.717e+02 -2.717e+02 -136.76
x2.tc.ltg -6.552e+02 -6.552e+02 -6.552e+02 -300.25
x2.tc.glu 0.000e+00 0.000e+00 0.000e+00 0.00
x2.ldl.hdl -1.082e+02 -1.082e+02 -1.082e+02 -23.62
x2.ldl.tch 0.000e+00 0.000e+00 0.000e+00 0.00
x2.ldl.ltg 5.427e+02 5.427e+02 5.427e+02 333.82
x2.ldl.glu 0.000e+00 0.000e+00 0.000e+00 0.00
x2.hdl.tch -2.300e+01 -2.300e+01 -2.300e+01 -23.00
x2.hdl.ltg 2.487e+02 2.487e+02 2.487e+02 128.06
x2.hdl.glu 0.000e+00 0.000e+00 0.000e+00 0.00
x2.tch.ltg 0.000e+00 0.000e+00 0.000e+00 0.00
x2.tch.glu 9.573e+01 9.573e+01 9.573e+01 78.33
x2.ltg.glu 0.000e+00 0.000e+00 0.000e+00 0.00
ms.tuning:
Cp AICC GCV BIC
[1,] 8.329 8.329 8.329 5.115
ms.df:
Cp AICC GCV BIC
[1,] 19.29 19.29 19.29 13.28


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