Approximate Bayesian Computation

Mark A. Beaumont

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Approximate Bayesian Computation

机译：近似贝叶斯计算

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摘要

Many of the statistical models that could provide an accurate, interesting, and testable explanation for the structure of a data set turn out to have intractable likelihood functions. The method of approximate Bayesian computation (ABC) has become a popular approach for tackling such models. This review gives an overview of the method and the main issues and challenges that are the subject of current research.

机译：许多可以提供对数据集结构的准确，有趣和可测试的解释的许多统计模型转向具有难以处理的似函数。近似贝叶斯计算（ABC）的方法已成为解决此类模型的流行方法。该审查概述了该方法和主要问题以及当前研究主题的挑战。

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来源
《Annual Review of Statistics and Its Application》 |2019年第2019期|共25页
作者
Mark A. Beaumont;
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作者单位

School of Biological Sciences University of Bristol Bristol BS8 1TQ United Kingdom;

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原文格式 PDF
正文语种 eng
中图分类统计学;
关键词
Monte Carlo; intractable likelihood; Bayesian;

机译：蒙特卡洛;顽固的可能性;贝叶斯;

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1. AABC: Approximate approximate Bayesian computation for inference in population-genetic models [J] . Buzbas Erkan O., Rosenberg Noah A. Theoretical Population Biology . 2015,第Null期

机译：AABC：人口遗传模型中的近似近似贝叶斯计算
2. Bayesian semi-individual based model with approximate Bayesian computation for parameters calibration: Modelling Crown-of-Thorns populations on the Great Barrier Reef [J] . C.C.-M. Chen, C.C. Drovandi, J.M. Keith, Ecological Modelling . 2017,第期

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3. Parameter Inference for Computational Cognitive Models With Approximate Bayesian Computation [J] . Kangasraasio Antti, Jokinen Jussi P. P., Oulasvirta Antti, Cognitive science . 2019,第6期

机译：近似贝叶斯计算的计算认知模型的参数推断
4. Inference of Protein-Protein Interaction Networks from Liquid-Chromatography Mass-Spectrometry Data by Approximate Bayesian Computation-Sequential Monte Carlo Sampling [C] . Yukun Tan, Fernando B. Lima Neto, Ulisses Braga Neto IEEE International Workshop on Machine Learning for Signal Processing . 2020

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5. Exploring a Bayesian Analysis of Opinion Dynamics Using the Approximate Bayesian Computation Method [D] . Bishop, Jessica L. 2019

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6. AABC: approximate approximate Bayesian computation for inference in population-genetic models [O] . Erkan O. Buzbas, Noah A. Rosenberg -1

机译：AABC：人口遗传模型中的近似近似贝叶斯计算
7. Reconstructing the demographic history of divergence between European river and brook lampreys using approximate Bayesian computations : Reconstructing the demographic history of divergence between European river and brook lampreys using approximate Bayesian computations [O] . Rougemont, Quentin, Roux, C., Neuenschwander, S., 2016

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Approximate Bayesian Computation

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