Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1029/2019WR026398 |
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
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ISSN | 0043-1397 |
EISSN | 1944-7973 |
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 |
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/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 |
推荐引用方式 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). |
条目包含的文件 | 条目无相关文件。 |
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