An Introduction to Approximate Bayesian Computation

DOI10.1007/978-981-15-1960-4_7zbMath1445.62334OpenAlexW2997933501MaRDI QIDQ3305491

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Publication date: 7 August 2020

Published in: Communications in Computer and Information Science (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/978-981-15-1960-4_7

zbMATH Keywords

Bayesian statisticsapproximate Bayesian computationcircular statisticsnormal mixture modelenergy statistic

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Applications of statistics to physics (62P35) Meteorology and atmospheric physics (86A10) Statistical aspects of big data and data science (62R07)

Uses Software

• R
• APL
• energy
• circular

Cites Work

• Energy statistics: a class of statistics based on distances
• Approximate Bayesian computational methods
• An approximate likelihood perspective on ABC methods
• Basics of Modern Mathematical Statistics
• Efficient Simulation of the von Mises Distribution
• Asymptotic properties of approximate Bayesian computation
• Progress on a conjecture regarding the triangular distribution
• Computational Bayesian Statistics
• Mixture Models With a Prior on the Number of Components
• Handbook of Approximate Bayesian Computation
• The Bayesian Choice
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