Smart Imitator: Learning from Imperfect Clinical Decisions.
Sign Up to like & getrecommendations! Published in 2025 at "Journal of the American Medical Informatics Association : JAMIA"
DOI: 10.1093/jamia/ocae320
Abstract: Abstract Objectives This study introduces Smart Imitator (SI), a 2-phase reinforcement learning (RL) solution enhancing personalized treatment policies in healthcare, addressing challenges from imperfect clinician data and complex environments. Materials and Methods Smart Imitator’s first… read more here.
Keywords: imitator; learning imperfect; smart imitator; imitator learning ... See more keywords
Distributed Social Learning With Imperfect Information
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Network Science and Engineering"
DOI: 10.1109/tnse.2020.3010833
Abstract: We consider the social learning problem in the paper, where the individuals in a social group need to choose one of the given options with unknown stochastic qualities to gain payoffs. This problem has been… read more here.
Keywords: information; network; distributed social; learning imperfect ... See more keywords