4 papers
Bayesian Semiparametric Mixture Cure (Frailty) Models
Fatih Kızılaslan, Valeria Vitelli
In recent years, mixture cure models have gained increasing popularity in survival analysis as an alternative to the Cox proportional hazards model, particularly in settings where…
Generalized promotion time cure model: A new modeling framework to identify cell-type-specific genes and improve survival prognosis
Zhi Zhao, Fatih Kızılaslan, Shixiong Wang +1
Single-cell technologies provide an unprecedented opportunity for dissecting the interplay between the cancer cells and the associated tumor microenvironment, and the produced high…
A note on promotion time cure models with a new biological consideration
Zhi Zhao, Fatih Kızılaslan
We introduce a generalized promotion time cure model motivated by a new biological consideration. The new approach is flexible to model heterogeneous survival data, in particular f…
A Weibull Mixture Cure Frailty Model for High-dimensional Covariates
Fatih Kızılaslan, David Michael Swanson, Valeria Vitelli
A novel mixture cure frailty model is introduced for handling censored survival data. Mixture cure models are preferable when the existence of a cured fraction among patients can b…