flchain {fairml}

Obesity Levels

Description

A re-analysis of the flchain data set in the survival package.

References

Keya KN, Islam R, Pan S, Stockwell I, Foulds J (2020). Equitable Allocation of Healthcare Resources with Fair Cox Models. Proceedings of the 2021 SIAM International Conference on Data Mining (SDM), 190–198.
https://epubs.siam.org/doi/pdf/10.1137/1.9781611976700.22

Examples

library(survival)
data(flchain)

# complete data analysis.
flchain = flchain[complete.cases(flchain), ]
# short-hand variable names.
r = cbind(time = flchain$futime + 1, status = flchain$death)
s = flchain[, c("age", "sex")]
p = flchain[, c("sample.yr", "kappa", "lambda", "flc.grp", "creatinine", "mgus",
                "chapter")]

## Not run: 
m = fgrrm(response = r, sensitive = s, predictors = p, family = "cox",
          unfairness = 0.05)
summary(m)

## End(Not run)