The function outputs information to the screen and creates two output tables. The model table is not shown here.
GLM2 Example 2 Onscreen Output
dfDevRatio |
devRatio |
dfDev |
deviance |
lambda |
0 |
0 |
39 |
51.7957311227706 |
216.083130280731 |
6 |
0.00164825659995313 |
33 |
51.7103584670981 |
77.6562506120565 |
6 |
0.00453438694628144 |
33 |
51.5608692356944 |
27.9082094529445 |
6 |
0.0122307765430854 |
33 |
51.1622291095222 |
10.0296904464313 |
6 |
0.0313506707268246 |
33 |
50.1719002112855 |
3.60448385701157 |
6 |
0.0714771723905868 |
33 |
48.0935187202118 |
1.29538433362914 |
6 |
0.132326934855416 |
33 |
44.9417607846991 |
0.465536991807485 |
6 |
0.191442862387798 |
33 |
41.8798080971586 |
0.167305320216424 |
6 |
0.228448387997473 |
33 |
39.9630798426231 |
0.0601264145820994 |
6 |
0.2437883725835 |
33 |
39.1685341255778 |
0.0216083130280731 |
GLM2 Example 2 Regularization Table glm2_2regularization (Columns 1-4)
df_dev_ratio |
deviance_ratio |
df_dev |
deviance |
0 |
0 |
39 |
51.7957311227706 |
6 |
0.00164825659995313 |
33 |
51.7103584670981 |
6 |
0.00453438694628144 |
33 |
51.5608692356944 |
6 |
0.0122307765430854 |
33 |
51.1622291095222 |
6 |
0.0313506707268246 |
33 |
50.1719002112855 |
6 |
0.0714771723905868 |
33 |
48.0935187202118 |
6 |
0.132326934855416 |
33 |
44.9417607846991 |
6 |
0.191442862387798 |
33 |
41.8798080971586 |
6 |
0.228448387997473 |
33 |
39.9630798426231 |
6 |
0.2437883725835 |
33 |
39.1685341255778 |
GLM2 Example 2 Regularization Table glm2_2regularization (Columns 5-8)
lambda |
intercept |
gpa |
masters_yes |
216.083130280731 |
0.6190392084 |
-0 |
-0 |
77.6562506120565 |
0.6244703657 |
-0.0002657335 |
-0.0055716531 |
27.9082094529445 |
0.6340226614 |
-0.0007208063 |
-0.0153981003 |
10.0296904464313 |
0.6597683095 |
-0.0018694488 |
-0.0420539111 |
3.60448385701157 |
0.7256166026 |
-0.0042964122 |
-0.1113489309 |
1.29538433362914 |
0.8750560357 |
-0.0072555821 |
-0.2739921211 |
0.465536991807485 |
1.1529184558 |
-0.0062498019 |
-0.5862205516 |
0.167305320216424 |
1.5819520541 |
-0.0054173069 |
-1.0345059039 |
0.0601264145820994 |
2.1411288741 |
-0.0253104343 |
-1.5024463472 |
0.0216083130280731 |
2.6727140074 |
-0.0610158153 |
-1.8601449007 |
GLM2 Example 2 Regularization Table glm2_2regularization (Columns 9-12)
programming_beginner |
programming_novice |
stats_beginner |
stats_novice |
-0 |
0 |
-0 |
-0 |
-0.0050407358 |
0.0013575168 |
-0.000727557 |
-0.0002425326 |
-0.0139177768 |
0.0037043543 |
-0.0019840785 |
-0.0006762965 |
-0.0379125023 |
0.0097655079 |
-0.0052208953 |
-0.001889708 |
-0.0996760118 |
0.0234260316 |
-0.0124548896 |
-0.0052622636 |
-0.240858846 |
0.043509692 |
-0.0227188283 |
-0.013970035 |
-0.4961953742 |
0.0348997352 |
-0.016655652 |
-0.0306068568 |
-0.8337267959 |
-0.0842809189 |
0.0476614506 |
-0.0454722578 |
-1.1771181428 |
-0.3400969929 |
0.1821811309 |
-0.0393956514 |
-1.4574162679 |
-0.6238441031 |
0.3326284335 |
-0.0126211852 |