Modeling tropical tuna shifts: An inflated power logit regression approach

IF 16.4 1区化学 Q1 CHEMISTRY, MULTIDISCIPLINARY

Accounts of Chemical Research Pub Date : 2024-05-03 DOI:10.1002/bimj.202300288

Francisco F. Queiroz, Silvia L. P. Ferrari

引用次数: 0

Abstract

We introduce a new class of zero-or-one inflated power logit (IPL) regression models, which serve as a versatile tool for analyzing bounded continuous data with observations at a boundary. These models are applied to explore the effects of climate changes on the distribution of tropical tuna within the North Atlantic Ocean. Our findings suggest that our modeling approach is adequate and capable of handling the outliers in the data. It exhibited superior performance compared to rival models in both diagnostic analysis and regarding the inference robustness. We offer a user-friendly method for fitting IPL regression models in practical applications.

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热带金枪鱼转移建模：膨胀幂对数回归法

我们介绍了一类新的零或一膨胀幂对数（IPL）回归模型，它是分析有边界连续数据和边界观测数据的多功能工具。这些模型被用于探索气候变化对北大西洋热带金枪鱼分布的影响。研究结果表明，我们的建模方法足以处理数据中的异常值。在诊断分析和推断稳健性方面，它都表现出优于竞争对手模型的性能。我们为 IPL 回归模型在实际应用中的拟合提供了一种用户友好型方法。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

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.