Coefficients of Bias-Reduced Logistic Regression | ||||
Variable | Parameter | S.E. | t-stat | 2-sided p-value |
(Intercept) | -12.0820990330835 | 24.1008056015277 | -0.501315152399622 | NaN |
X1 | -2.92240804757528e-15 | 0.0921478309604355 | -3.17143444084978e-14 | NaN |
X2 | -1.32996834766971e-15 | 0.0384708229924026 | -3.45708317166066e-14 | NaN |
X3 | 5.7703406420635e-15 | 0.291997376002247 | 1.97616181387161e-14 | NaN |
X5 | 0.131807113217513 | 0.416583706353156 | 0.316400068479334 | NaN |
X7 | -1.37921325977836e-16 | 0.0311742857405697 | -4.42420163610509e-15 | NaN |
X8 | 1.33796122475793e-15 | 0.0589849093466058 | 2.26831106392964e-14 | NaN |
Summary of Bias-Reduced Logistic Regression | |
Deviance | 4.02754901432518 |
Penalized deviance | -28.7110051979249 |
Residual Degrees of Freedom | 0 |
ROC Area | 1 |
Hosmer–Lemeshow test | |
Chi-square | NaN |
Degrees of Freedom | 8 |
P(>Chi) | NaN |
Fit of Logistic Regression | |||
Index | Actual | Fitted | Error |
1 | 1 | 0.749999999999989 | 0.250000000000011 |
2 | 1 | 0.749999999999972 | 0.250000000000028 |
3 | 1 | 0.749999999999991 | 0.250000000000009 |
4 | 1 | 0.749999999999992 | 0.250000000000008 |
5 | 0 | 0.250000000000009 | -0.250000000000009 |
6 | 1 | 0.749999999999984 | 0.250000000000016 |
7 | 1 | 0.749999999999988 | 0.250000000000012 |
Type I & II errors for various threshold values | ||
Threshold | Type I | Type II |
0.01 | 0 | 1 |
0.02 | 0 | 1 |
0.03 | 0 | 1 |
0.04 | 0 | 1 |
0.05 | 0 | 1 |
0.06 | 0 | 1 |
0.07 | 0 | 1 |
0.08 | 0 | 1 |
0.09 | 0 | 1 |
0.1 | 0 | 1 |
0.11 | 0 | 1 |
0.12 | 0 | 1 |
0.13 | 0 | 1 |
0.14 | 0 | 1 |
0.15 | 0 | 1 |
0.16 | 0 | 1 |
0.17 | 0 | 1 |
0.18 | 0 | 1 |
0.19 | 0 | 1 |
0.2 | 0 | 1 |
0.21 | 0 | 1 |
0.22 | 0 | 1 |
0.23 | 0 | 1 |
0.24 | 0 | 1 |
0.25 | 0 | 1 |
0.26 | 0 | 0 |
0.27 | 0 | 0 |
0.28 | 0 | 0 |
0.29 | 0 | 0 |
0.3 | 0 | 0 |
0.31 | 0 | 0 |
0.32 | 0 | 0 |
0.33 | 0 | 0 |
0.34 | 0 | 0 |
0.35 | 0 | 0 |
0.36 | 0 | 0 |
0.37 | 0 | 0 |
0.38 | 0 | 0 |
0.39 | 0 | 0 |
0.4 | 0 | 0 |
0.41 | 0 | 0 |
0.42 | 0 | 0 |
0.43 | 0 | 0 |
0.44 | 0 | 0 |
0.45 | 0 | 0 |
0.46 | 0 | 0 |
0.47 | 0 | 0 |
0.48 | 0 | 0 |
0.49 | 0 | 0 |
0.5 | 0 | 0 |
0.51 | 0 | 0 |
0.52 | 0 | 0 |
0.53 | 0 | 0 |
0.54 | 0 | 0 |
0.55 | 0 | 0 |
0.56 | 0 | 0 |
0.57 | 0 | 0 |
0.58 | 0 | 0 |
0.59 | 0 | 0 |
0.6 | 0 | 0 |
0.61 | 0 | 0 |
0.62 | 0 | 0 |
0.63 | 0 | 0 |
0.64 | 0 | 0 |
0.65 | 0 | 0 |
0.66 | 0 | 0 |
0.67 | 0 | 0 |
0.68 | 0 | 0 |
0.69 | 0 | 0 |
0.7 | 0 | 0 |
0.71 | 0 | 0 |
0.72 | 0 | 0 |
0.73 | 0 | 0 |
0.74 | 0 | 0 |
0.75 | 1 | 0 |
0.76 | 1 | 0 |
0.77 | 1 | 0 |
0.78 | 1 | 0 |
0.79 | 1 | 0 |
0.8 | 1 | 0 |
0.81 | 1 | 0 |
0.82 | 1 | 0 |
0.83 | 1 | 0 |
0.84 | 1 | 0 |
0.85 | 1 | 0 |
0.86 | 1 | 0 |
0.87 | 1 | 0 |
0.88 | 1 | 0 |
0.89 | 1 | 0 |
0.9 | 1 | 0 |
0.91 | 1 | 0 |
0.92 | 1 | 0 |
0.93 | 1 | 0 |
0.94 | 1 | 0 |
0.95 | 1 | 0 |
0.96 | 1 | 0 |
0.97 | 1 | 0 |
0.98 | 1 | 0 |
0.99 | 1 | 0 |