Input
The input table is admissions_factor_table, output by GLML1L2 Example 1: Ridge Regression, Family ('BINOMIAL'). In admissions_factor_table, categorical predictors were converted to integers.
SQL Call
Because the admissions_factor_table has only integers, this call does not specify CategoricalColumns. Because Randomization was true in the SQL call that created admissions_factor_table, this call does not need it.
DROP TABLE admissions_model_2; CREATE MULTISET TABLE admissions_model_2 AS ( SELECT * FROM GLML1L2 ( ON admissions_factor_table AS InputTable USING FeatureColumns ('[0:5]') ResponseColumn ('admitted') Family ('BINOMIAL') Alpha (0) Lambda (0.02) ) AS dt ) WITH DATA;
Output
attribute | estimate | information |
---|---|---|
(Intercept) | 0.383816240766463 | p |
masters | -1.26525302726537 | p |
stats | 0.0806346550146325 | p |
stats | -0.0267165533072416 | p |
programming | -1.02594302137308 | p |
programming | -0.0820786516340258 | p |
gpa | 0.383464234338727 | p |
Family | Binomial | |
Regularization | Ridge | |
Alpha | 0 | |
Lambda | 0.02 | |
Iterations # | 28 | |
Converged | true | |
Rows # | 40 | |
Features # | 6 | |
AIC | 15.2192798193498 | |
BIC | 27.0414359981473 |