GSTDTAP  > 资源环境科学
DOI10.1029/2019WR026398
Debates-Does Information Theory Provide a New Paradigm for Earth Science?
Kumar, Praveen1; Gupta, Hoshin V.2
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
英文摘要

The basis for all knowledge is "information" that we compile about the world, expressed through models that support understanding, prediction, and decision making. This overview paper provides a contextual basis for the four papers that make up the "debate series" compiled under the above title. We briefly introduce Information Theory, discuss how "information" can be considered to be both a "physical" quantity and a "probabilistic" basis for representing incompleteness in knowledge, discuss the core motivation for this debate series, and briefly summarize the major arguments advanced by each of the debate papers. Our purpose is to facilitate an understanding of how these papers are related and how they approach the debate series question from different perspectives, while pointing to future directions for research. Finally, we invite further discourse and debate to advance the understanding and prediction of natural system dynamics using Information Theory, including the assessment of its limitations and complementarity to existing physics and machine learning approaches. Ultimately, our goal is to press for the development of philosophical and methodological advances that will enable the Earth science community to address some of the compelling unsolved problems in our field.


英文关键词Complex Systems Hypothesis Testing Information Physics Algorithmic Information Causality
领域资源环境
收录类别SCI-E
WOS记录号WOS:000535672800031
WOS关键词DIAGNOSTICS ; ENTROPY ; MODEL
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
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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/280508
专题资源环境科学
作者单位1.Univ Illinois, Dept Civil & Environm Engn, Urbana, IL 61801 USA;
2.Univ Arizona, Dept Hydrol & Atmospher Sci, Tucson, AZ USA
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GB/T 7714
Kumar, Praveen,Gupta, Hoshin V.. Debates-Does Information Theory Provide a New Paradigm for Earth Science?[J]. WATER RESOURCES RESEARCH,2020,56(2).
APA Kumar, Praveen,&Gupta, Hoshin V..(2020).Debates-Does Information Theory Provide a New Paradigm for Earth Science?.WATER RESOURCES RESEARCH,56(2).
MLA Kumar, Praveen,et al."Debates-Does Information Theory Provide a New Paradigm for Earth Science?".WATER RESOURCES RESEARCH 56.2(2020).
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