Publication:
Optimal timing of insulin initiation using a mathematical model

dc.conference.dateOCT 11-12, 2019
dc.conference.locationGalatasaray Univ, Istanbul, TURKEY
dc.conference.organizer3rd International Conference on Data Science and Business Analytics (ICDSBA)
dc.contributor.coauthorMinsin, F. Erkam
dc.contributor.coauthorDursun, Mehtap
dc.contributor.departmentDepartment of Industrial Engineering
dc.contributor.facultymemberYes
dc.contributor.kuauthorGüneş, Evrim Didem
dc.contributor.schoolcollegeinstituteCollege of Engineering
dc.date.accessioned2024-11-10T00:07:31Z
dc.date.issued2019
dc.description.abstractDiabetes is a chronic disease that is rapidly spreading worldwide. In the treatment of patients with type 2 diabetes, the most common type of the disease, doctors have many intervention methods. Therefore, taking the right action at the most appropriate time among these many types of interventions will make a great contribution to the patient's health as well as the costs of treatment. In this study, we developed a finite-horizon Markov decision process (MDP) model in which the state of the process will cover the patient's metabolic health status and history of drug used to solve this problem. The model is operated by using existing data in the literature and the results are discussed.
dc.description.fulltextNo
dc.description.harvestedfromManual
dc.description.indexedbyWOS
dc.description.indexedbyScopus
dc.description.openaccessNO
dc.description.peerreviewstatusN/A
dc.description.publisherscopeInternational
dc.description.readpublishN/A
dc.description.sponsoredbyTubitakEuN/A
dc.description.sponsorshipGalatasaray University Research Fund [18.402.014] This study has been financially supported by Galatasaray University Research Fund 18.402.014.
dc.description.studentonlypublicationNo
dc.description.studentpublicationNo
dc.description.versionN/A
dc.identifier.WoSQuartileN/A
dc.identifier.doi10.1109/ICDSBA48748.2019.00059
dc.identifier.embargoN/A
dc.identifier.endpage653
dc.identifier.grantno18.402.014
dc.identifier.isbn9781728146447
dc.identifier.scopus2-s2.0-85098643180
dc.identifier.startpage249
dc.identifier.urihttps://doi.org/10.1109/ICDSBA48748.2019.00059
dc.identifier.urihttps://hdl.handle.net/20.500.14288/16788
dc.identifier.wos000649359600048
dc.keywordsDiabetes
dc.keywordsHealth-care
dc.keywordsMarkov decision process
dc.language.isoeng
dc.publisherInstitute of Electrical and Electronics Engineers
dc.relation.affiliationKoç University
dc.relation.collectionKoç University Institutional Repository
dc.relation.ispartof2019 3rd International Conference on Data Science and Business Analytics (ICDSBA 2019)
dc.relation.openaccessN/A
dc.rightsN/A
dc.subjectComputer science
dc.subjectInformation systems
dc.subjectEngineering
dc.titleOptimal timing of insulin initiation using a mathematical model
dc.typeConference Proceeding
dspace.entity.typePublication
local.contributor.kuauthorGüneş, Evrim Didem
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