Table 7 Logistic regression for development status of an enterprise based on selected factors through stepwise elimination and lasso methods
From: Application of variable selection and dimension reduction on predictors of MSE’s development
Variables selected by stepwise selection | Variables selected using lasso method | Reduced model | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Coefficients | Estimate | Std. Error | L value | \(\hbox {Pr}(>|\hbox {t}|)\) | Significance | Coefficients | Estimate | Std. error | t value | \(\hbox {Pr}(>|\hbox {t}|)\) | Significance | Coefficients | Estimate | Std. error | t value | \(\hbox {Pr}(>|\hbox {t}|)\) | Significance |
(Intercept) | − 322.676 | 68577.647 | − 0.005 | 0.996 | (Intercept) | 1.905 | 0.956 | 1.993 | 0.046 | * | (Intercept) | − 954.150 | 32304.935 | − 0.030 | 0.976 | ||
c1 | − 552.518 | 33988.886 | − 0.016 | 0.987 | c1 | − 1.710 | 0.691 | − 2.473 | 0.013 | * | IF10 | − 461.056 | 15,574.685 | − 0.030 | 0.976 | ||
c5 | 289.965 | 20,527.088 | 0.014 | 0.989 | h5 | 0.569 | 0.431 | 1.319 | 0.187 | c1 | − 1,131.226 | 38,004.669 | − 0.030 | 0.976 | |||
h1 | 11.445 | 778.170 | 0.015 | 0.988 | IF7 | − 0.121 | 0.212 | − 0.569 | 0.569 | c5 | 605.125 | 20,639.885 | 0.029 | 0.977 | |||
h4 | − 455.053 | 28,358.289 | − 0.016 | 0.987 | IF10 | − 0.586 | 0.258 | − 2.275 | 0.023 | * | h1 | 18.827 | 664.254 | 0.028 | 0.977 | ||
h5 | 356.473 | 22,839.877 | 0.016 | 0.988 | IF13 | − 0.572 | 0.294 | − 1.947 | 0.052 | . | h4 | − 655.461 | 22,483.411 | − 0.029 | 0.977 | ||
h6 | − 136.468 | 8857.694 | − 0.015 | 0.988 | MSEs | 6.475 | 1.542 | 4.199 | 0.000 | *** | h5 | 654.079 | 22,067.031 | 0.030 | 0.976 | ||
h7 | 142.049 | 9688.991 | 0.015 | 0.988 | Category | − 0.905 | 0.21b | − 4.217 | 0.000 | *** | h6 | − 230.180 | 8704.315 | − 0.026 | 0.979 | ||
IF3 | 147.569 | 12506.807 | 0.012 | 0.991 | h7 | 281.038 | 10105.656 | 0.028 | 0.978 | ||||||||
IF9 | − 202.959 | 13861.819 | − 0.015 | 0.988 | IF3 | 237. 720 | 7991.684 | 0.030 | 0.976 | ||||||||
IF11 | 74.875 | 5115.008 | 0.015 | 0.988 | IF11 | 224.844 | 7969.311 | 0.028 | 0.977 | ||||||||
IF13 | − 365.188 | 21395.708 | − 0.017 | 0.986 | IF13 | − 543.842 | 18109.693 | − 0.030 | 0.976 | ||||||||
IF17 | 112.401 | 9559.584 | 0.012 | 0.991 | IF17 | 151.610 | 5265.601 | 0.029 | 0.977 | ||||||||
s1 | 182.913 | 22360.952 | 0.008 | 0.993 | s1 | 510.642 | 17258.235 | 0.030 | 0.976 | ||||||||
s3 | − 393.450 | 36930.442 | − 0.011 | 0.991 | s3 | − 987.537 | 33036.343 | − 0.030 | 0.976 | ||||||||
StartK | 0.001 | 0.102 | 0.014 | 0.989 | MSES | 4482.055 | 152684.795 | 0.029 | 0.977 | ||||||||
MSEs | 1662.705 | 98798.058 | 0.017 | 0.987 | Category | − 666.719 | 22782.652 | − 0.029 | 0.97 7 | ||||||||
Category | − 364.239 | 21327.956 | − 0.017 | 0.986 | Grouping | − 524.788 | 18505.604 | − 0.028 | 0.977 | ||||||||
Grouping | − 418.374 | 27113.658 | − 0.016 | 0.988 | X15.29 | 141.460 | 4728.631 | 0.030 | 0.976 | ||||||||
X15.29 | 75.706 | 4414.207 | 0.017 | 0.986 | |||||||||||||
AIC | 40.000 | AIC | 104.460 | AIC | 38.000 | ||||||||||||
Significance codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 | Significance codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 | Significance codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 | |||||||||||||||