most citedState-of-the-art in selection of variables and functional forms in multivariable analysis -- outstanding issues

32 citations · 64 across the 4 of their papers we have counts for

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stat.ME2026

Methods for adjusting for covariate measurement error in flexible modelling of functional form: results of a blinded, controlled neutral comparison simulation study

Mohammed Sedki, Aris Perperoglou, Anne C. M. Thiébaut +6

Covariate measurement error is pervasive in epidemiological research and distorts estimated exposure-outcome associations, yet correction methods have been studied almost exclusive…

stat.ME2026

Methods for adjusting for covariate measurement error in flexible modelling of functional form: designing a blinded, controlled neutral comparison simulation study

Anne C M Thiébaut, Aris Perperouglou, Mohammed Sedki +6

This article describes the design of a neutral comparison study in the context of empirical studies where the interest is in learning the functional relationship between a continuo…

stat.ME2025

Evaluating treatment effects on longitudinal outcomes with attrition due to death: Methods for a two-dimentional estimand with a case study in Quality of Life

Dries Reynders, Doranne Thomassen, Satrajit Roychoudhury +5

When longitudinal outcomes are evaluated in mortal populations, their non-existence after death complicates the analysis and its causal interpretation. Where popular methods often…

stat.ME2025

A categorization of performance measures for estimated non-linear associations between an outcome and continuous predictors

Theresa Ullmann, Georg Heinze, Michal Abrahamowicz +5

In regression analysis, associations between continuous predictors and the outcome are often assumed to be linear. However, modeling the associations as non-linear can improve mode…

stat.ME201932 cited

State-of-the-art in selection of variables and functional forms in multivariable analysis -- outstanding issues

Willi Sauerbrei, Aris Perperoglou, Matthias Schmid +7

How to select variables and identify functional forms for continuous variables is a key concern when creating a multivariable model. Ad hoc 'traditional' approaches to variable sel…