Partialling out the spatial component of ecological variation: questions and propositions in the linear modelling framework

被引:61
作者
Meot, A
Legendre, P
Borcard, D
机构
[1] Univ Montreal, Dept Sci Biol, Montreal, PQ H3C 3J7, Canada
[2] Univ Clermont Ferrand 2, Lab Psychol Sociale Cognit, CNRS, UPRESA 6024, F-63037 Clermont Ferrand, France
基金
加拿大自然科学与工程研究理事会;
关键词
canonical correlation analysis; canonical correspondence analysis; ecological models; geographical polynomials; linear model; oribatid mites; spatial patterns; statistical triplet; variation partitioning;
D O I
10.1023/A:1009693501830
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
First, we formulate some questions posed by the procedure recently proposed by Borcard et al. (1992) and Borcard and Legendre (1994) to partition the ecological variation of a community into different portions related to spatial and environmental descriptors. Working separately on the two steps of this procedure - linear modelling and ordinations on modelled tables - allows us to propose different solutions to these questions. These solutions, which use little-known properties of a linear regression model with two additive factors and no interaction, are also adapted to the case of mixed factors (qualitative and quantitative). These properties are presented in the framework of canonical correlation analysis. In particular, they allow us to propose an alternative to partial regression, which avoids confounding. A detailed illustration is presented.
引用
收藏
页码:1 / 27
页数:27
相关论文
共 49 条
[1]  
[Anonymous], 1957, Proc. Cambridge Philos. Soc.
[2]  
[Anonymous], 1987, Developments in Numerical Ecology
[3]  
[Anonymous], APPL STAT
[4]  
[Anonymous], METRON
[5]  
[Anonymous], 1987, Revue de Statistique Appliquee
[6]   PARTIALLING OUT THE SPATIAL COMPONENT OF ECOLOGICAL VARIATION [J].
BORCARD, D ;
LEGENDRE, P ;
DRAPEAU, P .
ECOLOGY, 1992, 73 (03) :1045-1055
[7]  
Borcard D, 1994, ENVIRON ECOL STAT, V1, P37, DOI 10.1007/BF00714196
[8]   MULTIVARIABLE VARIOGRAM AND ITS APPLICATION TO THE LINEAR-MODEL OF COREGIONALIZATION [J].
BOURGAULT, G ;
MARCOTTE, D .
MATHEMATICAL GEOLOGY, 1991, 23 (07) :899-928
[9]  
Cailliez F, 1976, INTRO ANAL DONNEES
[10]   A FUZZY CODING APPROACH FOR THE ANALYSIS OF LONG-TERM ECOLOGICAL DATA [J].
CHEVENET, F ;
DOLEDEC, S ;
CHESSEL, D .
FRESHWATER BIOLOGY, 1994, 31 (03) :295-309