Markov Decision Process In Health Care

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Markov models in medical decision making: a practical …

(Just Now) WEBMarkov models assume that a patient is always in one of a finite number of discrete health states, called Markov states. All events are represented as transitions from one state to another. A Markov model may be evaluated by matrix algebra, as a cohort simulation, …

https://pubmed.ncbi.nlm.nih.gov/8246705/

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Markov Models and Cost Effectiveness Analysis: …

(5 days ago) WEBAdditionally, in Markov Decision Processes, the transitions between states are under the command of a control system called the agent, which selects actions that …

https://www.ncbi.nlm.nih.gov/books/NBK543650/

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Markov Decision Processes: A Tool for Sequential …

(3 days ago) WEBFormal decision analysis has been increasingly used to address complex problems in health care. This complexity requires the use of more advanced modeling techniques. …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3060044/

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Markov Decision Processes for Screening and …

(6 days ago) WEBMarkov Decision Processes for Screening and Treatment of Chronic Diseases 3 2 Background on Chronic Disease Modeling Surveys of operations research applications …

https://btdenton.engin.umich.edu/wp-content/uploads/sites/138/2015/10/Steimle-2015.pdf

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Modeling Medical Treatment Using Markov Decision …

(8 days ago) WEBSummary. Medical treatment decisions are often sequential and uncertain. Markov decision processes (MDPs) are an appropriate technique for modeling and solving …

https://link.springer.com/chapter/10.1007/1-4020-8066-2_23

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Markov Models in Medical Decision Making: A Practical …

(9 days ago) WEBMarkov models are useful when a decision problem involves risk that is continuous over time, when the timing of events is important, and when important events may happen …

https://journals.sagepub.com/doi/10.1177/0272989X9301300409

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A Promising Approach to Optimizing Sequential …

(3 days ago) WEBWe performed two reviews: the first to identify existing applications of the Markov decision process in the field of healthcare and the second to identify existing …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9550715/

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Markov Decision Processes - Handbook of Healthcare …

(2 days ago) WEBSummary. This chapter introduces the basics of Markov decision process (MDP) modeling through motivating examples and examines the sorts of results that …

https://onlinelibrary.wiley.com/doi/10.1002/9781119300977.ch14

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Markov Decision Processes: A Tool for Sequential …

(1 days ago) WEBSchaefer AJ, Bailey MD, Shechter SM, Roberts MS Modeling medical treatment using Markov decision processes. In: Handbook of Operations …

https://journals.sagepub.com/doi/pdf/10.1177/0272989X09353194

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23 TREATMENT USING MARKOV MODELING MEDICAL …

(9 days ago) WEBMedical treatment decisions are often sequential and uncertain. Markov decision processes (MDPs) are an appropriate technique for modeling and solving such …

https://sites.pitt.edu/~schaefer/papers/MDPMedTreatment.pdf

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Robust and Interpretable Sequential Decision-Making for …

(Just Now) WEBMarkov Decision Processes (MDP) is a common framework for modeling sequential decision-making problems, with applications ranging from inventory and supply chains …

https://academiccommons.columbia.edu/doi/10.7916/d8-fh7f-j467/download

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Using Markov Decision Processes for Medical Resource …

(1 days ago) WEBThe health care system in the United States consists of several moving parts that are led by stochastic decision-making. Such a system often causes sequential decision

https://www.cs.umd.edu/~dchou/papers/828m_paper.pdf

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4.1 Introduction to Markov modeling - Oxford Academic

(3 days ago) WEBThis process of transitioning between states can then be modelled as finite-state Markov chains with the corresponding state transition probabilities. These models are …

https://academic.oup.com/book/45888/chapter/401430223

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Markov Decision Processes in Practice SpringerLink

(6 days ago) WEBAbout this book. This book presents classical Markov Decision Processes (MDP) for real-life applications and optimization. MDP allows users to develop and formally support …

https://link.springer.com/book/10.1007/978-3-319-47766-4

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Markov Decision Processes and Its Applications in Healthcare

(1 days ago) WEBAll MDP models have five basic components. First, the decision maker must determine how. often a decision is made and whether those decisions are made at …

https://www.researchgate.net/publication/281272258_Markov_Decision_Processes_and_Its_Applications_in_Healthcare

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Markov Decision Processes: A Tool for Sequential Decision …

(5 days ago) WEBcal decisions. Key words: Markov decision processes; decision analysis; Markov processes. (Med Decis Making 2010;30:474–483) F ormal decision analysis has been …

https://sites.pitt.edu/~schaefer/papers/MDPTutorial.pdf

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Decision and Simulation Modeling Alongside Systematic Reviews

(5 days ago) WEBThis chapter discusses the role of decision analysis and decision-analytic models in health care, specifically within the context of the current emphasis on evidence-based …

https://www.ncbi.nlm.nih.gov/books/NBK127478/

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Markov Models in health care - PubMed

(1 days ago) WEBMarkov models consider the patients in a discrete state of health, and the events represent the transition from one state to another. The possibility of modeling repetitive events and …

https://pubmed.ncbi.nlm.nih.gov/26760158/

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Cancer Screening Benefits Maximization Using Markov Decision …

(6 days ago) WEBContext: Due to the chronic nature of cancer, screening programs were a set of sequential decisions taken over time. Markov decision process (MDP) and partially …

https://www.researchgate.net/publication/378947347_Cancer_Screening_Benefits_Maximization_Using_Markov_Decision_Process_Models_A_Systematic_Review

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A Markov decision model for determining optimal outpatient

(9 days ago) WEBHealth Care Management Science - Managing an efficient outpatient clinic can often be complicated by significant no-show rates and escalating appointment lead …

https://link.springer.com/article/10.1007/s10729-011-9185-4

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Scheduling Elective Surgeries with Markov Decision Process and

(7 days ago) WEBCop right C© 2019 IFAC Keywords: surgery scheduling, Markov decision process, approximate dynamic programming, recursive least-squares temporal …

https://www.sciencedirect.com/science/article/pii/S2405896319314491

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