Replica analysis of overfitting in regression models for time to event data: the impact of censoring

Emanuele Massa, Alexander Mozeika, Anthony Coolen

We use statistical mechanics techniques, viz. the replica method, to model the effect of censoring on overfitting in Cox's proportional hazards model, the dominant regression metho…