Partial least squares regression as an alternative to current regression methods used in ecology
作者： Luis M. Carrascal , Ismael Galván , Oscar Gordo
DOI: 10.1111/J.1600-0706.2008.16881.X
关键词: Principal component analysis 、 Cross-sectional regression 、 Linear regression 、 Ecology 、 Variables 、 Partial least squares regression 、 Regression analysis 、 Mathematics 、 Regression 、 Sample size determination
摘要: This paper briefly presents the aims, requirements and results of partial least squares regression analysis (PLSR), and its potential utility in ecological studies. This statistical …
lmcarrascal.eu 参考文章(41)
Hervé Abdi, Partial Least Square Regression PLS-Regression ,(2007)
Frances C. James, Charles E. McCulloch, Data Analysis and the Design of Experiments in Ornithology Springer, Boston, MA. pp. 1- 63 ,(1985) , 10.1007/978-1-4613-2385-3_1
Lars Sonesten, Catchment Area Composition and Water Chemistry Heavily Affects Mercury Levels in Perch (Perca Fluviatilis L.) in Circumneutral Lakes Water Air and Soil Pollution. ,vol. 144, pp. 117- 139 ,(2003) , 10.1023/A:1022974530406
Neil J. Salkind, Encyclopedia of Measurement and Statistics ,(2006)
SEBASTIAN SCHMIDTLEIN, Imaging spectroscopy as a tool for mapping Ellenberg indicator values Journal of Applied Ecology. ,vol. 42, pp. 966- 974 ,(2005) , 10.1111/J.1365-2664.2005.01064.X
MARK J. WHITTINGHAM, PHILIP A. STEPHENS, RICHARD B. BRADBURY, ROBERT P. FRECKLETON, Why do we still use stepwise modelling in ecology and behaviour Journal of Animal Ecology. ,vol. 75, pp. 1182- 1189 ,(2006) , 10.1111/J.1365-2656.2006.01141.X
Fernando T. Maestre, On the importance of patch attributes, environmental factors and past human impacts as determinants of perennial plant species richness and diversity in Mediterranean semiarid steppes Diversity and Distributions. ,vol. 10, pp. 21- 29 ,(2004) , 10.1111/J.1472-4642.2004.00057.X
Thomas Spanos, Vasil Simeonov, Pavlina Simeonova, Eleni Apostolidou, John Stratis, Environmetrics to evaluate marine environment quality. Environmental Monitoring and Assessment. ,vol. 143, pp. 215- 225 ,(2008) , 10.1007/S10661-007-9970-1
Cajo J. F. ter Braak, André P. Schaffers, CO-CORRESPONDENCE ANALYSIS: A NEW ORDINATION METHOD TO RELATE TWO COMMUNITY COMPOSITIONS Ecology. ,vol. 85, pp. 834- 846 ,(2004) , 10.1890/03-0021
R Stepanauskas, MA Moran, BA Bergamaschi, JT Hollibaugh, Covariance of bacterioplankton composition and environmental variables in a temperate delta system Aquatic Microbial Ecology. ,vol. 31, pp. 85- 98 ,(2003) , 10.3354/AME031085