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
Robust transfer learning for individualized treatment rules in the presence of missing data.
Sign Up to like & getrecommendations! Published in 2024 at "Biostatistics"
DOI: 10.1093/biostatistics/kxaf023
Abstract: Individualized treatment rule (ITR) is a stepping stone to precision medicine. To ensure validity, ITRs are ideally derived from randomized trial data, but the use cases of ITRs extend beyond these trial populations. Transferring knowledge… read more here.
Keywords: transfer learning; treatment; real world; learning individualized ... 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