GSTDTAP  > 气候变化
DOI10.1007/s10584-017-2049-2
Is the choice of statistical paradigm critical in extreme event attribution studies?
Stott, Peter A.1,2; Karoly, David J.3,4,5; Zwiers, Francis W.6
2017-09-01
发表期刊CLIMATIC CHANGE
ISSN0165-0009
EISSN1573-1480
出版年2017
卷号144期号:2
文章类型Editorial Material
语种英语
国家England; Australia; Canada
英文摘要

The science of event attribution meets a mounting demand for reliable and timely information about the links between climate change and individual extreme events. Studies have estimated the contribution of human-induced climate change to the magnitude of an event as well as its likelihood, and many types of event have been investigated including heatwaves, floods, and droughts. Despite this progress, such approaches have been criticised for being unreliable and for being overly conservative. We argue that such criticisms are misplaced. Rather, a false dichotomy has arisen between "conventional" approaches and new alternative framings. We have three points to make about the choice of statistical paradigm for event attribution studies. First, different approaches to event attribution may choose to occupy different places on the conditioning spectrum. Providing this choice of conditioning is communicated clearly, the value of such choices depends ultimately on their utility to the user concerned. Second, event attribution is an estimation problem for which either frequentist or Bayesian paradigms can be used. Third, for hypothesis testing, the choice of null hypothesis is context specific. Thus, the null hypothesis of human influence is not inherently a preferable alternative to the usual null hypothesis of no human influence.


领域气候变化
收录类别SCI-E
WOS记录号WOS:000409001300005
WOS关键词WEATHER
WOS类目Environmental Sciences ; Meteorology & Atmospheric Sciences
WOS研究方向Environmental Sciences & Ecology ; Meteorology & Atmospheric Sciences
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文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/30146
专题气候变化
作者单位1.Univ Exeter, Coll Engn Math & Phys Sci, North Pk Rd, Exeter EX4 4QF, Devon, England;
2.Hadley Ctr, Met Off, Fitzroy Rd, Exeter EX1 3PB, Devon, England;
3.Oxford Martin Sch, Environm Change Inst, Oxford, England;
4.Univ Melbourne, Sch Earth Sci, Melbourne, Vic 3010, Australia;
5.Univ Melbourne, ARC Ctr Excellence Climate Syst Sci, Melbourne, Vic 3010, Australia;
6.Univ Victoria, Pacific Climate Impacts Consortium, Stn CSC, Univ House 1700, Victoria, BC V8W 2Y2, Canada
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GB/T 7714
Stott, Peter A.,Karoly, David J.,Zwiers, Francis W.. Is the choice of statistical paradigm critical in extreme event attribution studies?[J]. CLIMATIC CHANGE,2017,144(2).
APA Stott, Peter A.,Karoly, David J.,&Zwiers, Francis W..(2017).Is the choice of statistical paradigm critical in extreme event attribution studies?.CLIMATIC CHANGE,144(2).
MLA Stott, Peter A.,et al."Is the choice of statistical paradigm critical in extreme event attribution studies?".CLIMATIC CHANGE 144.2(2017).
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