Bayesian regression models in gretl: the BayTool package

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-02-21 DOI:10.1007/s00180-024-01466-5
Luca Pedini
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Abstract

This article presents the gretl package BayTool which integrates the software functionalities, mostly concerned with frequentist approaches, with Bayesian estimation methods of commonly used econometric models. Computational efficiency is achieved by pairing an extensive use of Gibbs sampling for posterior simulation with the possibility of splitting single-threaded experiments into multiple cores or machines by means of parallelization. From the user’s perspective, the package requires only basic knowledge of gretl scripting to fully access its functionality, while providing a point-and-click solution in the form of a graphical interface for a less experienced audience. These features, in particular, make BayTool stand out as an excellent teaching device without sacrificing more advanced or complex applications.

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gretl 中的贝叶斯回归模型:BayTool 软件包
本文介绍的 gretl 软件包 BayTool 整合了软件功能(主要涉及频繁主义方法)和常用计量经济学模型的贝叶斯估计方法。通过广泛使用吉布斯采样进行后验模拟,并通过并行化将单线程实验分拆到多个内核或多台机器上的可能性,实现了计算效率。从用户的角度来看,该软件包只需要具备基本的 gretl 脚本知识就能完全使用其功能,同时还以图形界面的形式为经验不足的用户提供了点选式解决方案。这些特点尤其使 BayTool 成为出色的教学设备,而不会牺牲更高级或更复杂的应用。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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