Approximate Bayesian Computation Design (ABCD), an Introduction

Markus Hainy; Werner Müller; Henry Wynn

Approximate Bayesian Computation Design (ABCD), an Introduction

Abteilung für Datengewinnung und Datenqualität

Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

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.

Originalsprache	Englisch
Titel	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
Herausgeber*innen	Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej
Verlag	Springer
Seiten	135-143
Seitenumfang	9
Publikationsstatus	Veröffentlicht - 2013

Publikationsreihe

Name	Contributions to Statistics, Springer International Publishing

Wissenschaftszweige

102009 Computersimulation
101018 Statistik
101 Mathematik
103 Physik, Astronomie
105 Geowissenschaften
305 Andere Humanmedizin, Gesundheitswissenschaften
504 Soziologie
106 Biologie
502 Wirtschaftswissenschaften
509 Andere Sozialwissenschaften

JKU-Schwerpunkte

Computation in Informatics and Mathematics

Designs for Spatial Random Fields
Hainy, M. (Forscher*in), Perrone, E. (Forscher*in), Vogl, P. (Forscher*in), Waldl, H. (Forscher*in) & Müller, W. (Projektleiter*in)
01.03.2012 → 28.02.2015
Projekt: Geförderte Forschung › FWF - Österreichischer Wissenschaftsfonds
Bayesian statistics and MCMC methods
Hainy, M. (Forscher*in) & Wagner, H. (Projektleiter*in)
01.01.2012 → 31.12.2025
Projekt: Anderes › Projekt aus Wissenschaftsgebiet der Forschungseinheit
Design of experiments
Hainy, M. (Forscher*in), Waldl, H. (Forscher*in) & Müller, W. (Projektleiter*in)
01.01.2012 → 31.12.2025
Projekt: Anderes › Projekt aus Wissenschaftsgebiet der Forschungseinheit

Dieses zitieren

Hainy, M., Müller, W., & Wynn, H. (2013). Approximate Bayesian Computation Design (ABCD), an Introduction. in Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej (Hrsg.), 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 (S. 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. Hrsg. / Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej. Springer, 2013. S. 135-143 (Contributions to Statistics, Springer International Publishing).

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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",

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

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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 (Hrsg.), 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, S. 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. Hrsg. / Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej. Springer, 2013. S. 135-143 (Contributions to Statistics, Springer International Publishing).

Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

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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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Hainy M , Müller W, Wynn H. Approximate Bayesian Computation Design (ABCD), an Introduction. in Ucinski, Dariusz; Atkinson, Anthony C.; Patan, Maciej, Hrsg., 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. S. 135-143. (Contributions to Statistics, Springer International Publishing).

Approximate Bayesian Computation Design (ABCD), an Introduction

Abstract

Publikationsreihe

Wissenschaftszweige

JKU-Schwerpunkte

Projekte

Designs for Spatial Random Fields

Bayesian statistics and MCMC methods

Design of experiments

Dieses zitieren