Taking weighting seriously #674
Annotations
2 errors
Documentation:
docs/src/examples.md#L513
doctest failure in src/examples.md:513-541
```jldoctest
julia> using GLM, RDatasets, StatsBase, DataFrames, Optim
julia> trees = DataFrame(dataset("datasets", "trees"));
julia> bic_glm(λ) = bic(glm(@formula(Volume ~ Height + Girth), trees, Normal(), PowerLink(λ)));
julia> optimal_bic = optimize(bic_glm, -1.0, 1.0);
julia> round(optimal_bic.minimizer, digits = 5) # Optimal λ
0.40935
julia> glm(@formula(Volume ~ Height + Girth), trees, Normal(), PowerLink(optimal_bic.minimizer)) # Best model
GeneralizedLinearModel
Volume ~ 1 + Height + Girth
Coefficients:
────────────────────────────────────────────────────────────────────────────
Coef. Std. Error z Pr(>|z|) Lower 95% Upper 95%
────────────────────────────────────────────────────────────────────────────
(Intercept) -1.07586 0.352543 -3.05 0.0023 -1.76684 -0.384892
Height 0.0232172 0.00523331 4.44 <1e-05 0.0129601 0.0334743
Girth 0.242837 0.00922556 26.32 <1e-99 0.224756 0.260919
────────────────────────────────────────────────────────────────────────────
julia> round(optimal_bic.minimum, digits=5)
156.37638
```
Subexpression:
glm(@formula(Volume ~ Height + Girth), trees, Normal(), PowerLink(optimal_bic.minimizer)) # Best model
Evaluated output:
GeneralizedLinearModel
Volume ~ 1 + Height + Girth
Coefficients:
────────────────────────────────────────────────────────────────────────────
Coef. Std. Error z Pr(>|z|) Lower 95% Upper 95%
────────────────────────────────────────────────────────────────────────────
(Intercept) -1.07586 0.352543 -3.05 0.0023 -1.76684 -0.384892
Height 0.0232172 0.00523331 4.44 <1e-05 0.0129601 0.0334743
Girth 0.242837 0.00922555 26.32 <1e-99 0.224756 0.260919
────────────────────────────────────────────────────────────────────────────
Expected output:
GeneralizedLinearModel
Volume ~ 1 + Height + Girth
Coefficients:
────────────────────────────────────────────────────────────────────────────
Coef. Std. Error z Pr(>|z|) Lower 95% Upper 95%
────────────────────────────────────────────────────────────────────────────
(Intercept) -1.07586 0.352543 -3.05 0.0023 -1.76684 -0.384892
Height 0.0232172 0.00523331 4.44 <1e-05 0.0129601 0.0334743
Girth 0.242837 0.00922556 26.32 <1e-99 0.224756 0.260919
────────────────────────────────────────────────────────────────────────────
diff =
Warning: Diff output requires color.
GeneralizedLinearModel
Volume ~ 1 + Height + Girth
Coefficients:
────────────────────────────────────────────────────────────────────────────
Coef. Std. Error z Pr(>|z|) Lower 95% Upper 95%
────────────────────────────────────────────────────────────────────────────
(Intercept) -1.07586 0.352543 -3.05 0.0023 -1.76684 -0.384892
Height 0.0232172 0.00523331 4.44 <1e-05 0.0129601 0.0334743
Girth 0.242837 0.00922556 0.00922555 26.32 <1e-99 0.224756 0.260919
────────────────────────────────────────────────────────────────────────────
|
Documentation
Process completed with exit code 1.
|