Minimizing Bias in Biomass Allometry: Model Selection and Log-transformation of Data

被引:66
作者
Mascaro, Joseph [1 ,2 ,3 ]
Litton, Creighton M. [4 ]
Hughes, R. Flint [5 ]
Uowolo, Amanda [5 ]
Schnitzer, Stefan A. [2 ,3 ]
机构
[1] Carnegie Inst Sci, Dept Global Ecol, Stanford, CA 96025 USA
[2] Smithsonian Trop Res Inst, Balboa, Panama
[3] Univ Wisconsin, Dept Biol Sci, Milwaukee, WI 53211 USA
[4] Univ Hawaii Manoa, Dept Nat Resources & Environm Management, Honolulu, HI 96822 USA
[5] US Forest Serv, Inst Pacific Isl Forestry, USDA, Hilo, HI 96720 USA
基金
美国国家科学基金会;
关键词
allometry; Hawai'i; heteroscedasticity; linear regression; nonlinear regression analysis; Psidium cattleianum; LOGARITHMIC TRANSFORMATION; INVASION; PLANTS;
D O I
10.1111/j.1744-7429.2011.00798.x
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Nonlinear regression is increasingly used to develop allometric equations for forest biomass estimation (i.e., as opposed to the traditional approach of log-transformation followed by linear regression). Most statistical software packages, however, assume additive errors by default, violating a key assumption of allometric theory and possibly producing spurious models. Here, we show that such models may bias stand-level biomass estimates by up to 100 percent in young forests, and we present an alternative nonlinear fitting approach that conforms with allometric theory.
引用
收藏
页码:649 / 653
页数:5
相关论文
共 18 条
  • [1] [Anonymous], 1998, Applied Regression Analysis
  • [2] [Anonymous], 2008, SAS VERS 9 2
  • [3] Invasive plants transform the three-dimensional structure of rain forests
    Asner, Gregory P.
    Hughes, R. Flint
    Vitousek, Peter M.
    Knapp, David E.
    Kennedy-Bowdoin, Ty
    Boardman, Joseph
    Martin, Roberta E.
    Eastwood, Michael
    Green, Robert O.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (11) : 4519 - 4523
  • [4] BASKERVILLE G L, 1972, Canadian Journal of Forest Research, V2, P49, DOI 10.1139/x72-009
  • [5] Tree allometry and improved estimation of carbon stocks and balance in tropical forests
    Chave, J
    Andalo, C
    Brown, S
    Cairns, MA
    Chambers, JQ
    Eamus, D
    Fölster, H
    Fromard, F
    Higuchi, N
    Kira, T
    Lescure, JP
    Nelson, BW
    Ogawa, H
    Puig, H
    Riéra, B
    Yamakura, T
    [J]. OECOLOGIA, 2005, 145 (01) : 87 - 99
  • [6] Invasion by a N2-fixing tree alters function and structure in wet lowland forests of Hawaii
    Hughes, RF
    Denslow, JS
    [J]. ECOLOGICAL APPLICATIONS, 2005, 15 (05) : 1615 - 1628
  • [7] Multiplicative by nature: Why logarithmic transformation is necessary in allometry
    Kerkhoff, Andrew J.
    Enquist, Brian J.
    [J]. JOURNAL OF THEORETICAL BIOLOGY, 2009, 257 (03) : 519 - 521
  • [8] Little E.L., 1989, COMMON FOREST TREES
  • [9] Allometric models for predicting aboveground biomass in two widespread woody plants in Hawaii
    Litton, Creighton M.
    Kauffman, J. Boone
    [J]. BIOTROPICA, 2008, 40 (03) : 313 - 320
  • [10] Effects of non-native grass invasion on aboveground carbon pools and tree population structure in a tropical dry forest of Hawaii
    Litton, Creighton M.
    Sandquist, Darren R.
    Cordell, Susan
    [J]. FOREST ECOLOGY AND MANAGEMENT, 2006, 231 (1-3) : 105 - 113