Samworth, R. and Poore, H. R. (2005) Understanding past ocean circulations: a nonparametric regression case study. Statistical Modelling, 5. pp. 289-307. DOI https://doi.org/10.1191/1471082X05st102oa
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Abstract
Oceanographers study past ocean circulations and their effect on global climate through carbon isotope records obtained from microfossils deposited on the ocean floor. An initial goal is to estimate the carbon isotope levels for the Pacific, Southern and North Atlantic Oceans over the last 23 million years and to provide confidence bands. We consider a nonparametric regression model and demonstrate how several recent developments in methodology make local linear kernel regression an attractive approach for tackling the problem. The results are used to estimate a quantity called the proportion of Northern Component Water and its effect on global climate. Several interesting and important geophysical and oceanographic conclusions are suggested by the study.
Item Type: | Article |
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Uncontrolled Keywords: | 2005 AREP 2005 P IA49 |
Subjects: | 01 - Climate Change and Earth-Ocean Atmosphere Systems 02 - Geodynamics, Geophysics and Tectonics |
Divisions: | 01 - Climate Change and Earth-Ocean Atmosphere Systems |
Journal or Publication Title: | Statistical Modelling |
Volume: | 5 |
Page Range: | pp. 289-307 |
Identification Number: | https://doi.org/10.1191/1471082X05st102oa |
Depositing User: | Sarah Humbert |
Date Deposited: | 18 Aug 2010 14:48 |
Last Modified: | 23 Jul 2013 09:59 |
URI: | http://eprints.esc.cam.ac.uk/id/eprint/1810 |
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