Articles with "function regression" as a keyword



Estimands and Cumulative Incidence Function Regression in Clinical Trials: Some New Results on Interpretability and Robustness

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Published in 2024 at "Statistics in Medicine"

DOI: 10.1002/sim.10236

Abstract: Regression analyses based on transformations of cumulative incidence functions are often adopted when modeling and testing for treatment effects in clinical trial settings involving competing and semi‐competing risks. Common frameworks include the Fine–Gray model and… read more here.

Keywords: function regression; treatment; incidence function; cumulative incidence ... See more keywords

Penalized spatial function-on-function regression

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Published in 2025 at "Statistics and Computing"

DOI: 10.1007/s11222-025-10792-7

Abstract: The function-on-function regression model is fundamental for analyzing relationships between functional covariates and responses. However, most existing function-on-function regression methodologies assume independence between observations, which is often unrealistic for spatially structured functional data. We propose… read more here.

Keywords: function regression; spatial function; function; function function ... See more keywords