Simulating longitudinal data from marginal structural models using the additive hazard model
… ) or a Cox model (Cox, 1972). We show that there is an advantage to using conditional
additive hazard models for the data simulation, because this results in an additive form for the …
additive hazard models for the data simulation, because this results in an additive form for the …
Time‐dependent mediators in survival analysis: modeling direct and indirect effects with the additive hazards model
… based on the additive hazards model. The emphasis is on a … the additive hazards model and
a sequential linear model for … survival as well as cumulative hazards. Our results generalize …
a sequential linear model for … survival as well as cumulative hazards. Our results generalize …
Sampling‐based estimation for massive survival data with additive hazards model
… For massive survival data, we propose a subsampling algorithm to efficiently approximate
the estimates of regression parameters in the additive hazards model. We establish …
the estimates of regression parameters in the additive hazards model. We establish …
Modeling risks from natural hazards with generalized additive models for location, scale and shape
… model their impact on the frequency and severity of the events, we apply generalized additive
models … The advantage of a GAMLSS approach is that the models can utilize all available …
models … The advantage of a GAMLSS approach is that the models can utilize all available …
Treatment effect estimation under additive hazards models with high-dimensional confounding
… the additive hazards model, where we define the treatment effect as a difference in the hazards
… We then develop several refinements and extensions, including a new hazard difference (…
… We then develop several refinements and extensions, including a new hazard difference (…
Semiparametric analysis of clustered interval‐censored survival data using soft Bayesian additive regression trees (SBART)
… We develop a novel semiparametric hazards regression model by modeling the hazard
function as a product of a parametric baseline hazard function and a nonparametric component …
function as a product of a parametric baseline hazard function and a nonparametric component …
Additive hazards quantile model
NU Nair, SM Sunoj, N Suresh - Metrika, 2024 - Springer
… to satisfy the basic assumptions wherein additive hazard model is a good alternative. Unlike
… introduce the additive hazard quantile model. In Sect. 4, some properties of the model are …
… introduce the additive hazard quantile model. In Sect. 4, some properties of the model are …
Nonparametric competing risks analysis using Bayesian additive regression trees
R Sparapani, BR Logan… - Statistical methods in …, 2020 - journals.sagepub.com
… specific hazard functions … hazards regression model leading to direct inference on the
cumulative incidence function. Others have proposed regression methods that more directly model …
cumulative incidence function. Others have proposed regression methods that more directly model …
DeepPAMM: deep piecewise exponential additive mixed models for complex hazard structures in survival analysis
… exponential additive mixed model (PAMM) is a model class … with enough flexibility for modeling
complex hazard structures. We … Therefore, we model the hazard for arrival at time t given …
complex hazard structures. We … Therefore, we model the hazard for arrival at time t given …
Mexhaz: An R package for fitting flexible hazard-based regression models for overall and excess mortality with a random effect
H Charvat, A Belot - Journal of Statistical Software, 2021 - jstatsoft.org
… the general framework of flexible hazard-based regression models and describe their
extension to excess hazard and mixed-effect (possibly, excess) hazard models. We then proceed …
extension to excess hazard and mixed-effect (possibly, excess) hazard models. We then proceed …
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