Personalized prediction of drug efficacy for diabetes treatment via patient-level sequential modeling with neural networks
Sign Up to like & getrecommendations! Published in 2018 at "Artificial intelligence in medicine"
DOI: 10.1016/j.artmed.2018.02.004
Abstract: Patients with type 2 diabetes mellitus are generally under continuous long-term medical treatment based on anti-diabetic drugs to achieve the desired glucose level. Thus, each patient is associated with a sequence of multiple records for… read more here.
Keywords: sequential modeling; level; level sequential; efficacy ... See more keywords
Regression models involving nonlinear effects with missing data: A sequential modeling approach using Bayesian estimation.
Sign Up to like & getrecommendations! Published in 2019 at "Psychological methods"
DOI: 10.1037/met0000233
Abstract: When estimating multiple regression models with incomplete predictor variables, it is necessary to specify a joint distribution for the predictor variables. A convenient assumption is that this distribution is a joint normal distribution, the default… read more here.
Keywords: sequential modeling; nonlinear effects; regression models; modeling approach ... See more keywords