Dendroclimatic calibration in R: The bootRes package for response and correlation function analysis

被引:177
作者
Zang, Christian [1 ,2 ]
Biondi, Franco [3 ]
机构
[1] Tech Univ Munich, Chair Ecoclimatol, Hans Carl von Carlowitz Pl 2, D-85354 Freising Weihenstephan, Germany
[2] Tech Univ Munich, Inst Adv Study, D-85748 Garching, Germany
[3] Univ Nevada, DendroLab, Reno, NV 89557 USA
基金
美国国家科学基金会;
关键词
Statistical software; R; Response function; Dendroclimatology; Multicollinearity; CLIMATE; RECONSTRUCTION;
D O I
10.1016/j.dendro.2012.08.001
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
To understand the effect of climate on tree-ring features, such as width or density, tree-ring data have to be calibrated against instrumental records. The high degree of multicollinearity among monthly time series of climate data violates the assumption of independent predictor variables in ordinary least squares regression. Bootstrapped confidence intervals of parameter estimates via regression against the principle components of the predictor variables are a possible solution to that problem. Package bootRes for R implements a flexible interface for bootstrapped response and correlation function analysis and tackles some shortcomings of currently available software. Given the increasing popularity of the free R software for statistical analysis, bootRes should facilitate both using R as a computational environment among tree-ring scientists and implementing new approaches to dendroclimatic calibration. (C) 2012 Elsevier GmbH. All rights reserved.
引用
收藏
页码:68 / 74
页数:7
相关论文
共 36 条
[11]  
Efron B, 1986, STAT SCI, V1, DOI DOI 10.1214/SS/1177013815
[12]   Climate signal age effects - Evidence from young and old trees in the Swiss Engadin [J].
Esper, Jan ;
Niederer, Rolf ;
Bebi, Peter ;
Frank, David .
FOREST ECOLOGY AND MANAGEMENT, 2008, 255 (11) :3783-3789
[13]  
Firth D., 2011, R CITATIONS
[14]  
Fritts H., 1971, J APPL METEOROL, V10, P845, DOI [10.1175/1520-0450(1971)010andlt
[15]  
0845:MTFSTGandgt
[16]  
2.0.CO
[17]  
2, DOI 10.1175/1520-0450(1971)010<0845:MTFSTG>2.0.CO
[18]  
2, 10.1175/1520-0450(1971)010%3C0845:mtfstg%3E2.0.co
[19]  
2]
[20]  
Fritts H.C., 1976, Tree rings and climate, DOI DOI 10.1016/B978-0-12-268450-0.X5001-0