Concepedia

Markov Modeling

Markov Modeling is a stochastic simulation methodology used in cost-effectiveness and pharmacoeconomic analyses that models disease progression and treatment outcomes by representing patient health states and transitions between them over discrete time intervals, distinguished by the Markov property that limits memory dependence to the current state.

2.9K

Publications

142.3K

Citations

8.5K

Authors

2.8K

Institutions

Publications per year

2017–2026

674

Parents

Children

Publications

2.9K

An introduction to hidden Markov models

L. R. Rabiner, Biing‐Hwang Juang · IEEE ASSP Magazine · 1986 · 4.8K citations

, , +10

Dynamic Programming and Markov Processes.

Marshall Freimer, Ronald A. Howard · Journal of the American Statistical Association · 1961 · 3.5K citations

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Markov Models in Medical Decision Making

Frank A. Sonnenberg, J. Robert Beck · Medical Decision Making · 1993 · 2.4K citations

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Finite state markov-chain approximations to univariate and vector autoregressions

George Tauchen · Economics Letters · 1986 · 1.6K citations

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Markov Chains with Stationary Transition Probabilities.

Peter Whittle, Kai Lai Chung · Journal of the Royal Statistical Society Series A (General) · 1962 · 1.3K citations

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1–5 of 2.9K

Authors

8.5K

  1. SM
    Sally McClean

    University of Ulster, United Kingdom

    18 publications · 836 citations

    17

    h-index

  2. KS
    Kishor S. Trivedi

    Duke University, United States

    17 publications · 1K citations

    15

    h-index

  3. DL
    Danny Liew

    Monash University, Australia

    13 publications · 319 citations

    13

    h-index

  4. OA
    Oğuzhan Alagöz

    University of Wisconsin–Madison, United States

    13 publications · 1.4K citations

    12

    h-index

  5. PG
    P.-C. G. Vassiliou

    Aristotle University of Thessaloniki, Greece

    9 publications · 272 citations

    9

    h-index

1–5 of 8.5K

Institutions

2.8K

  1. University of Toronto

    Toronto, Canada

    25 h-index

    108 publications

    8.2K citations

  2. Stanford University

    Stanford, United States

    25 h-index

    127 publications

    8.1K citations

  3. University of Washington

    Seattle, United States

    25 h-index

    91 publications

    4.8K citations

  4. Harvard University

    Cambridge, United States

    25 h-index

    88 publications

    4.1K citations

  5. Inserm

    Paris, France

    24 h-index

    109 publications

    5.4K citations

  6. University of Pittsburgh

    Pittsburgh, United States

    23 h-index

    87 publications

    5K citations

  7. Johns Hopkins University

    Baltimore, United States

    21 h-index

    103 publications

    6.6K citations

  8. University of Michigan

    Ann Arbor, United States

    21 h-index

    81 publications

    4.5K citations

1–8 of 2.8K

Venues

  1. Statistics in Medicine

    78 publications · 3.4K citations

    32

    h-index

  2. Operations Research

    50 publications · 4K citations

    29

    h-index

  3. Medical Decision Making

    MDM · 51 publications · 5.7K citations

    27

    h-index

  4. PLoS ONE

    49 publications · 1.4K citations

    26

    h-index

  5. Biometrics

    39 publications · 1.9K citations

    24

    h-index

1–5