Approximate Bayesian Computation Design (ABCD), an Introduction

Markus Hainy; Werner Müller; Henry Wynn

Approximate Bayesian Computation Design (ABCD), an Introduction

Department of Data Acquisition and Data Quality

Research output: Chapter in Book/Report/Conference proceeding › Conference proceedings › peer-review

Abstract

In this paper, we propose a new technique of generating optimal designs by means of simulation. The method combines ideas from approximate Bayesian computation and optimal design of experiments and allows great flexibility in the employed criteria and models. We illustrate the idea by a simple expository example.

Original language	English
Title of host publication	mODa 10 – Advances in Model-Oriented Design and Analysis, Proceedings of the 10th International Workshop in Model-Oriented Design and Analysis Held in Łagów Lubuski, Poland, June 10–14, 2013
Editors	Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej
Publisher	Springer
Pages	135-143
Number of pages	9
Publication status	Published - 2013

Publication series

Name	Contributions to Statistics, Springer International Publishing

Fields of science

102009 Computer simulation
101018 Statistics
101 Mathematics
103 Physics, Astronomy
105 Geosciences
305 Other Human Medicine, Health Sciences
504 Sociology
106 Biology
502 Economics
509 Other Social Sciences

JKU Focus areas

Computation in Informatics and Mathematics

1 Finished
2 Active

Bayesian statistics and MCMC methods
Hainy, M. (Researcher) & Wagner, H. (PI)
01.01.2012 → 31.12.2025
Project: Other › Project from scientific scope of research unit
Design of experiments
Hainy, M. (Researcher), Waldl, H. (Researcher) & Müller, W. (PI)
01.01.2012 → 31.12.2025
Project: Other › Project from scientific scope of research unit
Designs for Spatial Random Fields
Hainy, M. (Researcher), Perrone, E. (Researcher), Vogl, P. (Researcher), Waldl, H. (Researcher) & Müller, W. (PI)
FWF
01.03.2012 → 28.02.2015
Project: Funded research › FWF - Austrian Science Fund

Cite this

Hainy, M., Müller, W., & Wynn, H. (2013). Approximate Bayesian Computation Design (ABCD), an Introduction. In Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej (Ed.), mODa 10 – Advances in Model-Oriented Design and Analysis, Proceedings of the 10th International Workshop in Model-Oriented Design and Analysis Held in Łagów Lubuski, Poland, June 10–14, 2013 (pp. 135-143). (Contributions to Statistics, Springer International Publishing). Springer.

Hainy, Markus ; Müller, Werner ; Wynn, Henry. / Approximate Bayesian Computation Design (ABCD), an Introduction. mODa 10 – Advances in Model-Oriented Design and Analysis, Proceedings of the 10th International Workshop in Model-Oriented Design and Analysis Held in Łagów Lubuski, Poland, June 10–14, 2013. editor / Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej. Springer, 2013. pp. 135-143 (Contributions to Statistics, Springer International Publishing).

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title = "Approximate Bayesian Computation Design (ABCD), an Introduction",

abstract = "In this paper, we propose a new technique of generating optimal designs by means of simulation. The method combines ideas from approximate Bayesian computation and optimal design of experiments and allows great flexibility in the employed criteria and models. We illustrate the idea by a simple expository example.",

author = "Markus Hainy and Werner M{\"u}ller and Henry Wynn",

year = "2013",

language = "English",

series = "Contributions to Statistics, Springer International Publishing",

publisher = "Springer",

pages = "135--143",

editor = "{Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej}",

booktitle = "mODa 10 – Advances in Model-Oriented Design and Analysis, Proceedings of the 10th International Workshop in Model-Oriented Design and Analysis Held in {\L}ag{\'o}w Lubuski, Poland, June 10–14, 2013",

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Hainy, M , Müller, W & Wynn, H 2013, Approximate Bayesian Computation Design (ABCD), an Introduction. in Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej (ed.), mODa 10 – Advances in Model-Oriented Design and Analysis, Proceedings of the 10th International Workshop in Model-Oriented Design and Analysis Held in Łagów Lubuski, Poland, June 10–14, 2013. Contributions to Statistics, Springer International Publishing, Springer, pp. 135-143.

Approximate Bayesian Computation Design (ABCD), an Introduction. / Hainy, Markus ; Müller, Werner; Wynn, Henry.
mODa 10 – Advances in Model-Oriented Design and Analysis, Proceedings of the 10th International Workshop in Model-Oriented Design and Analysis Held in Łagów Lubuski, Poland, June 10–14, 2013. ed. / Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej. Springer, 2013. p. 135-143 (Contributions to Statistics, Springer International Publishing).

Research output: Chapter in Book/Report/Conference proceeding › Conference proceedings › peer-review

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AU - Wynn, Henry

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M3 - Conference proceedings

T3 - Contributions to Statistics, Springer International Publishing

SP - 135

EP - 143

BT - mODa 10 – Advances in Model-Oriented Design and Analysis, Proceedings of the 10th International Workshop in Model-Oriented Design and Analysis Held in Łagów Lubuski, Poland, June 10–14, 2013

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PB - Springer

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Hainy M , Müller W, Wynn H. Approximate Bayesian Computation Design (ABCD), an Introduction. In Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej, editor, mODa 10 – Advances in Model-Oriented Design and Analysis, Proceedings of the 10th International Workshop in Model-Oriented Design and Analysis Held in Łagów Lubuski, Poland, June 10–14, 2013. Springer. 2013. p. 135-143. (Contributions to Statistics, Springer International Publishing).

Approximate Bayesian Computation Design (ABCD), an Introduction

Abstract

Publication series

Fields of science

JKU Focus areas

Projects

Bayesian statistics and MCMC methods

Design of experiments

Designs for Spatial Random Fields

Cite this