[download pdf] Causal Analysis for Climate
Causal Analysis for Climate Study: Theory and Applications by Yuji Nakano, Osamu Morita
- Causal Analysis for Climate Study: Theory and Applications
- Yuji Nakano, Osamu Morita
- Page: 130
- Format: pdf, ePub, mobi, fb2
- ISBN: 9781040345801
- Publisher: CRC Press
Download Causal Analysis for Climate Study: Theory and Applications
Free ebooks for ibooks download Causal Analysis for Climate Study: Theory and Applications 9781040345801 by Yuji Nakano, Osamu Morita
This book offers the theory of causal analysis and its applications. The authors have developed this book in relation to its applications to four climatological phenomena to prove the theory of causal analysis in time sequential data analysis. Local Causal Test and the Partial Causal Test are used to study the theory of causal analysis. These are then applied to understand the climate effects of the eruption at Mt. Pinatubo, the effect of the El Niño and Southern Oscillation (ENSO), and the North Atlantic Oscillation (NAO). The reader learns about Test(S), a statistical test used to determine if the statistical properties of the data, such as mean and variance, remain constant over time within a local window. The authors also use the Stationary Test and Causality Test in time series to explore relationships within a localized subset of data as witnessed from the climate phenomenon. The book looks at the eruption at Mt. Pinatubo, ENSO, and NAO and applies causal theory to study the resultant air temperature at the 1000 hPa pressure level, geopotential height of 1000 hPa pressure surface, and surface precipitation. The program code of the causal analysis is offered for readers to be able to reconfirm the results and apply it to other time-sequential data. This book is useful for researchers and graduate students of applied mathematics, physics, geophysics, meteorology, oceanography, engineering technology, and economics.
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This book offers the theory of causal analysis and its applications. The authors have developed this book in relation to its applications to four .
Causal Counterfactual Theory for the Attribution of Weather and .
Causal Counterfactual Theory for the . Climate Science for Serving Society: Research, Modelling and Prediction Priorities, G. R. .
[PDF] arXiv:2404.05746v2 [physics.data-an] 30 Aug 2024
applications derived from the causal analysis. b. Evaluation Metrics . Deng, 2012: Causal discovery for climate research using graphical models.
Books by Osamu Morita on Google Play
Osamu Morita ; Icon image Causal Analysis for Climate Study: Theory and Applications. Causal Analysis for Climate Study: Theory and Applications. $28.99 ; Icon .
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Watts, M.: On the Poverty of Theory: Natural Hazards Research in Context. In: Hewitt, K. (ed.), Interpretations of Calamity. Allen Unwin Publishers, London .
Evidence-Based Causal Chains for Linking Health, Development .
Nonetheless, such frameworks and principles could provide the basis for identifying common research . OD. 1966 . Path analysis: Sociological .
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Based on well-established evidence, about 97% of climate scientists have concluded that human-caused climate change is happening.
Encyclopedia of Measurement and Statistics - Causal Analysis
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Causal Analysis for Climate Study - Theory and Applications - Ark
This book offers the theory of causal analysis and its applications. The authors have developed this book in relation its applications to four .
A comparison of two causal methods in the context of climate analyses
We show that both methods are superior to the classical correlation analysis, especially in removing spurious links. LKIF and PCMCI display some .
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The Book of Why by Judea Pearl and Dana Mackenzie, which explains Pearl's career-long struggle to put causation back into the science that was once statistics.
Quantitative methods for climate change and mental health research
System dynamics: theory and applications, Springer US, New York, NY (2020) . Assessing environmental epidemiology questions in practice with a causal inference .
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