Coefficients of Bias-Reduced Logistic Regression | ||||
Variable | Parameter | S.E. | t-stat | 2-sided p-value |
(Intercept) | -2.62880082944807 | 0.558873302938319 | -4.70375094968207 | 1.34867400076732e-05 |
`2wPR` | -0.926547232041345 | 1.5781288379728 | -0.587117610265301 | 0.559127883777503 |
Summary of Bias-Reduced Logistic Regression | |
Deviance | 23.8379666986311 |
Penalized deviance | 23.4527782079974 |
Residual Degrees of Freedom | 66 |
ROC Area | 0.630769230769231 |
Hosmer–Lemeshow test | |
Chi-square | NA |
Degrees of Freedom | NA |
P(>Chi) | NA |
Fit of Logistic Regression | |||
Index | Actual | Fitted | Error |
1 | 0 | 0.0673076923076923 | -0.0673076923076923 |
2 | 0 | 0.0277777777777777 | -0.0277777777777777 |
3 | 0 | 0.0673076923076923 | -0.0673076923076923 |
4 | 0 | 0.0673076923076923 | -0.0673076923076923 |
5 | 0 | 0.0673076923076923 | -0.0673076923076923 |
6 | 0 | 0.0277777777777777 | -0.0277777777777777 |
7 | 0 | 0.0673076923076923 | -0.0673076923076923 |
8 | 0 | 0.0673076923076923 | -0.0673076923076923 |
9 | 0 | 0.0277777777777777 | -0.0277777777777777 |
10 | 0 | 0.0673076923076923 | -0.0673076923076923 |
11 | 0 | 0.0277777777777777 | -0.0277777777777777 |
12 | 0 | 0.0673076923076923 | -0.0673076923076923 |
13 | 0 | 0.0673076923076923 | -0.0673076923076923 |
14 | 0 | 0.0673076923076923 | -0.0673076923076923 |
15 | 0 | 0.0673076923076923 | -0.0673076923076923 |
16 | 0 | 0.0673076923076923 | -0.0673076923076923 |
17 | 0 | 0.0673076923076923 | -0.0673076923076923 |
18 | 0 | 0.0673076923076923 | -0.0673076923076923 |
19 | 0 | 0.0277777777777777 | -0.0277777777777777 |
20 | 0 | 0.0673076923076923 | -0.0673076923076923 |
21 | 0 | 0.0673076923076923 | -0.0673076923076923 |
22 | 0 | 0.0277777777777777 | -0.0277777777777777 |
23 | 0 | 0.0673076923076923 | -0.0673076923076923 |
24 | 0 | 0.0673076923076923 | -0.0673076923076923 |
25 | 0 | 0.0277777777777777 | -0.0277777777777777 |
26 | 0 | 0.0277777777777777 | -0.0277777777777777 |
27 | 0 | 0.0673076923076923 | -0.0673076923076923 |
28 | 0 | 0.0277777777777777 | -0.0277777777777777 |
29 | 0 | 0.0673076923076923 | -0.0673076923076923 |
30 | 0 | 0.0673076923076923 | -0.0673076923076923 |
31 | 0 | 0.0673076923076923 | -0.0673076923076923 |
32 | 0 | 0.0673076923076923 | -0.0673076923076923 |
33 | 0 | 0.0673076923076923 | -0.0673076923076923 |
34 | 0 | 0.0673076923076923 | -0.0673076923076923 |
35 | 0 | 0.0673076923076923 | -0.0673076923076923 |
36 | 0 | 0.0673076923076923 | -0.0673076923076923 |
37 | 0 | 0.0277777777777777 | -0.0277777777777777 |
38 | 0 | 0.0673076923076923 | -0.0673076923076923 |
39 | 0 | 0.0673076923076923 | -0.0673076923076923 |
40 | 0 | 0.0277777777777777 | -0.0277777777777777 |
41 | 0 | 0.0673076923076923 | -0.0673076923076923 |
42 | 0 | 0.0673076923076923 | -0.0673076923076923 |
43 | 0 | 0.0673076923076923 | -0.0673076923076923 |
44 | 0 | 0.0673076923076923 | -0.0673076923076923 |
45 | 0 | 0.0673076923076923 | -0.0673076923076923 |
46 | 0 | 0.0673076923076923 | -0.0673076923076923 |
47 | 0 | 0.0673076923076923 | -0.0673076923076923 |
48 | 0 | 0.0673076923076923 | -0.0673076923076923 |
49 | 0 | 0.0673076923076923 | -0.0673076923076923 |
50 | 0 | 0.0673076923076923 | -0.0673076923076923 |
51 | 0 | 0.0673076923076923 | -0.0673076923076923 |
52 | 0 | 0.0277777777777777 | -0.0277777777777777 |
53 | 0 | 0.0277777777777777 | -0.0277777777777777 |
54 | 0 | 0.0673076923076923 | -0.0673076923076923 |
55 | 1 | 0.0673076923076923 | 0.932692307692308 |
56 | 0 | 0.0277777777777777 | -0.0277777777777777 |
57 | 0 | 0.0673076923076923 | -0.0673076923076923 |
58 | 0 | 0.0673076923076923 | -0.0673076923076923 |
59 | 0 | 0.0673076923076923 | -0.0673076923076923 |
60 | 0 | 0.0277777777777777 | -0.0277777777777777 |
61 | 0 | 0.0277777777777777 | -0.0277777777777777 |
62 | 0 | 0.0277777777777777 | -0.0277777777777777 |
63 | 0 | 0.0673076923076923 | -0.0673076923076923 |
64 | 0 | 0.0673076923076923 | -0.0673076923076923 |
65 | 0 | 0.0673076923076923 | -0.0673076923076923 |
66 | 1 | 0.0673076923076923 | 0.932692307692308 |
67 | 1 | 0.0673076923076923 | 0.932692307692308 |
68 | 0 | 0.0673076923076923 | -0.0673076923076923 |
Type I & II errors for various threshold values | ||
Threshold | Type I | Type II |
0.01 | 0 | 1 |
0.02 | 0 | 1 |
0.03 | 0 | 0.738461538461539 |
0.04 | 0 | 0.738461538461539 |
0.05 | 0 | 0.738461538461539 |
0.06 | 0 | 0.738461538461539 |
0.07 | 1 | 0 |
0.08 | 1 | 0 |
0.09 | 1 | 0 |
0.1 | 1 | 0 |
0.11 | 1 | 0 |
0.12 | 1 | 0 |
0.13 | 1 | 0 |
0.14 | 1 | 0 |
0.15 | 1 | 0 |
0.16 | 1 | 0 |
0.17 | 1 | 0 |
0.18 | 1 | 0 |
0.19 | 1 | 0 |
0.2 | 1 | 0 |
0.21 | 1 | 0 |
0.22 | 1 | 0 |
0.23 | 1 | 0 |
0.24 | 1 | 0 |
0.25 | 1 | 0 |
0.26 | 1 | 0 |
0.27 | 1 | 0 |
0.28 | 1 | 0 |
0.29 | 1 | 0 |
0.3 | 1 | 0 |
0.31 | 1 | 0 |
0.32 | 1 | 0 |
0.33 | 1 | 0 |
0.34 | 1 | 0 |
0.35 | 1 | 0 |
0.36 | 1 | 0 |
0.37 | 1 | 0 |
0.38 | 1 | 0 |
0.39 | 1 | 0 |
0.4 | 1 | 0 |
0.41 | 1 | 0 |
0.42 | 1 | 0 |
0.43 | 1 | 0 |
0.44 | 1 | 0 |
0.45 | 1 | 0 |
0.46 | 1 | 0 |
0.47 | 1 | 0 |
0.48 | 1 | 0 |
0.49 | 1 | 0 |
0.5 | 1 | 0 |
0.51 | 1 | 0 |
0.52 | 1 | 0 |
0.53 | 1 | 0 |
0.54 | 1 | 0 |
0.55 | 1 | 0 |
0.56 | 1 | 0 |
0.57 | 1 | 0 |
0.58 | 1 | 0 |
0.59 | 1 | 0 |
0.6 | 1 | 0 |
0.61 | 1 | 0 |
0.62 | 1 | 0 |
0.63 | 1 | 0 |
0.64 | 1 | 0 |
0.65 | 1 | 0 |
0.66 | 1 | 0 |
0.67 | 1 | 0 |
0.68 | 1 | 0 |
0.69 | 1 | 0 |
0.7 | 1 | 0 |
0.71 | 1 | 0 |
0.72 | 1 | 0 |
0.73 | 1 | 0 |
0.74 | 1 | 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 |