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DOI10.1029/2019WR024918
Does Information Theory Provide a New Paradigm for Earth Science? Hypothesis Testing
Nearing, Grey S.1; Ruddell, Benjamin L.2; Bennett, Andrew R.3; Prieto, Cristina4; Gupta, Hoshin V.5
2020-02-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2020
卷号56期号:2
文章类型Editorial Material
语种英语
国家USA; Spain
英文摘要

Model evaluation and hypothesis testing are fundamental to any field of science. We propose here that by changing slightly the way we think and communicate about inference-from being fundamentally a problem of uncertainty quantification to being a problem of information quantification-allows us to avoid certain problems related to testing models as hypotheses. We propose that scientists are typically interested in assessing the information provided by models, not the truth value or likelihood of a model. Information theory allows us to formalize this perspective.


英文关键词information theory hypothesis testing model evaluation epistemic uncertainty
领域资源环境
收录类别SCI-E ; SSCI
WOS记录号WOS:000535672800016
WOS关键词BENCHMARKING ; DIAGNOSTICS ; UNCERTAINTY ; ERROR
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/280532
专题资源环境科学
作者单位1.Univ Alabama, Dept Geol Sci, Tuscaloosa, AL 35487 USA;
2.No Arizona Univ, Sch Informat Comp & Cyber Syst, Flagstaff, AZ 86011 USA;
3.Univ Washington, Civil & Environm Engn, Seattle, WA 98195 USA;
4.Univ Cantabria, Environm Hydraul Inst IHCantabria, Santander, Spain;
5.Univ Arizona, Dept Hydrol & Atmospher Sci, Tucson, AZ USA
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GB/T 7714
Nearing, Grey S.,Ruddell, Benjamin L.,Bennett, Andrew R.,et al. Does Information Theory Provide a New Paradigm for Earth Science? Hypothesis Testing[J]. WATER RESOURCES RESEARCH,2020,56(2).
APA Nearing, Grey S.,Ruddell, Benjamin L.,Bennett, Andrew R.,Prieto, Cristina,&Gupta, Hoshin V..(2020).Does Information Theory Provide a New Paradigm for Earth Science? Hypothesis Testing.WATER RESOURCES RESEARCH,56(2).
MLA Nearing, Grey S.,et al."Does Information Theory Provide a New Paradigm for Earth Science? Hypothesis Testing".WATER RESOURCES RESEARCH 56.2(2020).
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