A simulation and case study to evaluate the extrapolation performance of flexible Bayesian survival models when incorporating real-world data
Fuente:
arXiv
Saved in:
| Main Authors: | Timmins, Iain R., Torabi, Fatemeh, Jackson, Christopher H., Lambert, Paul C., Sweeting, Michael J. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Simulation-based assessment of a Bayesian survival model with flexible baseline hazard and time-dependent effects
by: Timmins, Iain R., et al.
Published: (2025)
by: Timmins, Iain R., et al.
Published: (2025)
survextrap: a package for flexible and transparent survival extrapolation
by: Jackson, Christopher
Published: (2023)
by: Jackson, Christopher
Published: (2023)
Potential outcome simulation for efficient head-to-head comparison of adaptive dose-finding designs
by: Sweeting, Michael, et al.
Published: (2024)
by: Sweeting, Michael, et al.
Published: (2024)
Bayesian joint modelling of longitudinal biomarkers to enable extrapolation of overall survival: an application using larotrectinib trial clinical data
by: Linsell, Louise, et al.
Published: (2025)
by: Linsell, Louise, et al.
Published: (2025)
Bayesian regularization for flexible baseline hazard functions in Cox survival models
by: Lázaro, Elena, et al.
Published: (2024)
by: Lázaro, Elena, et al.
Published: (2024)
Comparison of Bayesian methods for extrapolation of treatment effects: a large scale simulation study
by: Fauvel, Tristan, et al.
Published: (2025)
by: Fauvel, Tristan, et al.
Published: (2025)
A simulation-free extrapolation method for misspecified models with errors-in-variables in epidemiological studies
by: Zhao, Huali, et al.
Published: (2025)
by: Zhao, Huali, et al.
Published: (2025)
Diffusion piecewise exponential models for survival extrapolation using Piecewise Deterministic Monte Carlo
by: Hardcastle, Luke, et al.
Published: (2025)
by: Hardcastle, Luke, et al.
Published: (2025)
Obtaining $(ε,δ)$-differential privacy guarantees when using a Poisson mechanism to synthesize contingency tables
by: Jackson, James, et al.
Published: (2024)
by: Jackson, James, et al.
Published: (2024)
Evaluating the performance of Bayesian cumulative logistic models in randomised controlled trials: a simulation study
by: Selman, Chris J., et al.
Published: (2025)
by: Selman, Chris J., et al.
Published: (2025)
Stable and practical semi-Markov modelling of intermittently-observed data
by: Jackson, Christopher
Published: (2025)
by: Jackson, Christopher
Published: (2025)
Accounting for missing data when modelling block maxima
by: Simpson, Emma S., et al.
Published: (2025)
by: Simpson, Emma S., et al.
Published: (2025)
Simulation study to evaluate when Plasmode simulation is superior to parametric simulation in estimating the mean squared error of the least squares estimator in linear regression
by: Stolte, Marieke, et al.
Published: (2023)
by: Stolte, Marieke, et al.
Published: (2023)
Statistical parametric simulation studies based on real data
by: Sauer, Christina, et al.
Published: (2025)
by: Sauer, Christina, et al.
Published: (2025)
Methods for adjusting for covariate measurement error in flexible modelling of functional form: designing a blinded, controlled neutral comparison simulation study
by: Thiébaut, Anne C M, et al.
Published: (2026)
by: Thiébaut, Anne C M, et al.
Published: (2026)
A flexible Bayesian g-formula for causal survival analyses with time-dependent confounding
by: Chen, Xinyuan, et al.
Published: (2024)
by: Chen, Xinyuan, et al.
Published: (2024)
A fast, flexible simulation framework for Bayesian adaptive designs -- the R package BATSS
by: Couturier, Dominique-Laurent, et al.
Published: (2024)
by: Couturier, Dominique-Laurent, et al.
Published: (2024)
Restricted mean survival times for comparing grouped survival data: a Bayesian nonparametric approach
by: Riva-Palacio, Alan, et al.
Published: (2024)
by: Riva-Palacio, Alan, et al.
Published: (2024)
Borrowing from historical control data in a Bayesian time-to-event model with flexible baseline hazard function
by: Scott, Darren A. V., et al.
Published: (2024)
by: Scott, Darren A. V., et al.
Published: (2024)
Cluster weighted models for functional data
by: Anton, Cristina, et al.
Published: (2025)
by: Anton, Cristina, et al.
Published: (2025)
A Bayesian joint longitudinal-survival model with a latent stochastic process for intensive longitudinal data
by: Abbott, Madeline R., et al.
Published: (2024)
by: Abbott, Madeline R., et al.
Published: (2024)
Development and performance of npd for the evaluation of models with ordinal data
by: Cerou, Marc, et al.
Published: (2026)
by: Cerou, Marc, et al.
Published: (2026)
Fast and flexible inference for joint models of multivariate longitudinal and survival data using Integrated Nested Laplace Approximations
by: Rustand, Denis, et al.
Published: (2022)
by: Rustand, Denis, et al.
Published: (2022)
Bayesian survival analysis with INLA
by: Alvares, Danilo, et al.
Published: (2022)
by: Alvares, Danilo, et al.
Published: (2022)
On inference in parametric survival data models
by: Hjort, Nils Lid
Published: (2026)
by: Hjort, Nils Lid
Published: (2026)
Inference at the data's edge: Gaussian processes for modeling and inference under model-dependency, poor overlap, and extrapolation
by: Cho, Soonhong, et al.
Published: (2024)
by: Cho, Soonhong, et al.
Published: (2024)
Bayesian analysis of flexible Heckman selection models using Hamiltonian Monte Carlo
by: Lim, Heeju, et al.
Published: (2025)
by: Lim, Heeju, et al.
Published: (2025)
Testing for causal effect for binary data when propensity scores are estimated through Bayesian Networks
by: Vicard, Paola, et al.
Published: (2023)
by: Vicard, Paola, et al.
Published: (2023)
Estimating treatment effects from observational data under truncation by death using survival-incorporated quantiles
by: Xiang, Qingyan, et al.
Published: (2024)
by: Xiang, Qingyan, et al.
Published: (2024)
Causal mediation analysis for longitudinal and survival data in continuous time using Bayesian non-parametric joint models
by: Bhandari, Saurabh, et al.
Published: (2025)
by: Bhandari, Saurabh, et al.
Published: (2025)
The appeal of the gamma family distribution to protect the confidentiality of contingency tables
by: Jackson, James, et al.
Published: (2024)
by: Jackson, James, et al.
Published: (2024)
Treatment effect extrapolation in the presence of unmeasured confounding
by: Riley, Stephanie, et al.
Published: (2025)
by: Riley, Stephanie, et al.
Published: (2025)
A Bayesian hierarchical mixture cure modelling framework to utilize multiple survival datasets for long-term survivorship estimates: A case study from previously untreated metastatic melanoma
by: Green, Nathan, et al.
Published: (2024)
by: Green, Nathan, et al.
Published: (2024)
New flexible versions of extended generalized Pareto model for count data
by: Ahmad, Touqeer, et al.
Published: (2024)
by: Ahmad, Touqeer, et al.
Published: (2024)
A flexible wrapped Lindley-type distribution for angular data modelling
by: Ferreira, Johan, et al.
Published: (2026)
by: Ferreira, Johan, et al.
Published: (2026)
A product-limit estimator of the conditional survival function when cure status is partially known
by: Safari, Wende C., et al.
Published: (2024)
by: Safari, Wende C., et al.
Published: (2024)
Progression: an extrapolation principle for regression
by: Buriticá, Gloria, et al.
Published: (2024)
by: Buriticá, Gloria, et al.
Published: (2024)
Observing the unobserved confounding through its effects: toward randomized trial-like estimates from real-world survival data
by: Stoumpou, Vasiliki, et al.
Published: (2026)
by: Stoumpou, Vasiliki, et al.
Published: (2026)
Bias in mixed models when analysing longitudinal data subject to irregular observation: when should we worry about it and how can recommended visit intervals help in specifying joint models when needed?
by: Garrett, Rose, et al.
Published: (2024)
by: Garrett, Rose, et al.
Published: (2024)
Multivariate Bayesian models with flexible shared interactions for analyzing spatio-temporal patterns of rare cancers
by: Retegui, Garazi, et al.
Published: (2024)
by: Retegui, Garazi, et al.
Published: (2024)
Similar Items
-
Simulation-based assessment of a Bayesian survival model with flexible baseline hazard and time-dependent effects
by: Timmins, Iain R., et al.
Published: (2025) -
survextrap: a package for flexible and transparent survival extrapolation
by: Jackson, Christopher
Published: (2023) -
Potential outcome simulation for efficient head-to-head comparison of adaptive dose-finding designs
by: Sweeting, Michael, et al.
Published: (2024) -
Bayesian joint modelling of longitudinal biomarkers to enable extrapolation of overall survival: an application using larotrectinib trial clinical data
by: Linsell, Louise, et al.
Published: (2025) -
Bayesian regularization for flexible baseline hazard functions in Cox survival models
by: Lázaro, Elena, et al.
Published: (2024)