Longitudinal self-learning of individualized treatment rules in a nutrient supplementation trial with missing data.
Sign Up to like & getrecommendations! Published in 2023 at "Statistics in medicine"
DOI: 10.1002/sim.9766
Abstract: Longitudinal outcomes are prevalent in clinical studies, where the presence of missing data may make the statistical learning of individualized treatment rules (ITRs) a much more challenging task. We analyzed a longitudinal calcium supplementation trial… read more here.
Keywords: supplementation; learning individualized; individualized treatment; self learning ... See more keywords
Learning Individualized Hyperparameter Settings
Sign Up to like & getrecommendations! Published in 2023 at "Algorithms"
DOI: 10.3390/a16060267
Abstract: The performance of optimization algorithms, and consequently of AI/machine learning solutions, is strongly influenced by the setting of their hyperparameters. Over the last decades, a rich literature has developed proposing methods to automatically determine the… read more here.
Keywords: individualized hyperparameter; hyperparameter settings; learning individualized; problem ... See more keywords