Concepedia

Stochastic Approximation Expectation-maximization

Stochastic Approximation Expectation-Maximization is a likelihood-based parameter estimation algorithm within the class of expectation-maximization methods that incorporates stochastic approximations to handle complex population pharmacokinetic models with incomplete data by iteratively updating parameter estimates using Monte Carlo sampling and recursive stochastic approximation.

108

Publications

6.1K

Citations

277

Authors

191

Institutions

Publications per year

2017–2026

24

Variants

Saem

Parents

Publications

108

Convergence of a stochastic approximation version of the EM algorithm

Bernard Delyon, Marc Lavielle, Éric Moulines · The Annals of Statistics · 1999 · 776 citations · Full text

, , +15

On stochastic approximation of the eigenvectors and eigenvalues of the expectation of a random matrix

Erkki Oja, Juha Karhunen · Journal of Mathematical Analysis and Applications · 1985 · 540 citations

, , +10

Recursive Parameter Estimation Using Incomplete Data

D. M. Titterington · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1984 · 323 citations

, , +15

Coupling a stochastic approximation version of EM with an MCMC procedure

Estelle Kuhn, Marc Lavielle · ESAIM Probability and Statistics · 2004 · 260 citations · Full text

, , +16

Asymptotic normality of maximum likelihood and its variational approximation for stochastic blockmodels

Peter J. Bickel, David Choi, Xiangyu Chang et al. · The Annals of Statistics · 2013 · 223 citations · Full text

, , +17

1–5 of 108

Authors

277

  1. FM
    France Mentré

    Inserm, France

    9 publications · 381 citations

    9

    h-index

  2. ML
    Marc Lavielle

    Université Paris-Sud, France

    7 publications · 1.3K citations

    7

    h-index

  3. AS
    Adeline Samson

    Université Paris Cité, France

    6 publications · 307 citations

    6

    h-index

  4. PS
    Payman Sadegh

    Technical University of Denmark, Denmark

    4 publications · 253 citations

    4

    h-index

  5. EK
    Estelle Kuhn

    Mathématiques et Informatique Appliquées du Génome à l'Environnement, France

    4 publications · 387 citations

    4

    h-index

1–5 of 277

Institutions

191

  1. Université Paris Cité

    Paris, France

    16 h-index

    48 publications

    4.6K citations

  2. Inserm

    Paris, France

    15 h-index

    43 publications

    1.8K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    10 h-index

    17 publications

    760 citations

  4. Délégation Paris 7

    Bagnolet, France

    9 h-index

    27 publications

    1.3K citations

  5. Université Paris-Sud

    Orsay, France

    5 h-index

    8 publications

    3K citations

  6. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    5 h-index

    11 publications

    2.8K citations

  7. Centre Inria de Saclay

    Palaiseau, France

    4 h-index

    6 publications

    465 citations

  8. Assistance Publique – Hôpitaux de Paris

    Paris, France

    4 h-index

    18 publications

    755 citations

1–8 of 191

Venues

  1. Statistics in Medicine

    5 publications · 226 citations

    5

    h-index

  2. Expert Systems with Applications

    3 publications · 106 citations

    3

    h-index

  3. Biometrics

    3 publications · 107 citations

    3

    h-index

  4. The Annals of Applied Statistics

    AOAS · 3 publications · 219 citations

    3

    h-index

  5. 3

    h-index

1–5