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This function computes case-level diagnostics for generalized linear models. Conditional on model type, the function computes the most relevant diagnostics (circa 2024) and returns them as a data.frame object.
For example:
library(catregs)
data("Mize19AH")
m1 <- glm(alcB ~woman*parrole + age + race2 + race3 + race4 + income + ed1 + ed2 + ed3 + ed4,family="binomial",data=Mize19AH)
head(diagn(m1))
## pearsonres h stdpres deltabeta obs devres
## 1 1.6564043 0.002758622 1.6586938 5.854382e-04 1 1.6248494
## 2 0.7848549 0.004862441 0.7867700 2.326609e-04 2 0.9797471
## 3 0.5694124 0.001265093 0.5697729 3.163242e-05 3 0.7494418
## 4 0.9671414 0.003012834 0.9686017 2.180885e-04 4 1.1491690
## 5 0.8801608 0.005112905 0.8824196 3.078228e-04 5 1.0710946
## 6 -1.1354081 0.002202117 -1.1366603 2.193390e-04 6 -1.2869975
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.