Fróðskaparrit - 31.12.2000, Page 104

Fróðskaparrit - 31.12.2000, Page 104
108 DOMINANT SPECIES ABUNDANCE RELATED TO ENVIRONMENTAL FACTORS ON ROCKY SHORES IN THE FAROEISLANDS FEV values of Bruntse et al. (1999b), ex- cept that the scale is inverted so that high values signify high exposure. The shore as- pect variable is coded to reflect expected differences in amounts of sunlight received (Table 2). Numerical methods Canonical Correspondence Analysis (CCA) was used to examine the relation- ships between species and environmental factors. CCA is an ordination technique that maximises the dispersion of species centroids (the weighted averages of the dif- ferent species) along axes that are con- strained to be linear combinations of the environmental variables (ter Braak, 1986; ter Braak and Verdonschot, 1995). The method is based on a unimodal response model (e.g. ter Braak, 1995). If the com- munity variation is within a narrow range, linear ordination methods (Principal Com- ponent Analysis and Redundancy Analy- sis) are appropriate because most species are behaving monotonically over the ob- served range (ter Braak and Prentice, 1988). The gradient length of the first axis in Detrended Correspondence Analysis (DCA), measured in standard deviation units of turnover (SD), indicates which method to use. For gradients less than about 1.5-3 SD, the approximations involved in weighted averaging (used in CCA, DCA and Correspondence Analysis, CA) be- come worse (ter Braak and Prentice, 1988). The first DCA axis for the present data set was 2.9 SD, giving no clear indication of which model to apply. The weighted-aver- aging methods were chosen since with this data the main DCA axis explained a higher percentage of the species data than the main axis in Principal Component Analy- sis. The eigenvalue of an axis in CCA is a measure of the amount of variation ex- plained by it. The total variance is given by the sum of all unconstrained eigenvalues in a Correspondence Analysis (CA). The im- portance of an environmental variable in the ordination may be expressed by the amount of variance (referred to as inertia) attributable to it. If the environmental vari- ables are inter-correlated, the correlation of each variable with the major canonical axes may better indicate its significance (ter Braak, 1986; ter Braak and Verdonschot, 1995). This can be shown in an ordination diagram in which each environmental vari- able is shown as a vector from the origin (centre) to a point (x, y), in which x and y approximate the correlation between the variable and two given canonical axes. The species centroids can be shown in the same diagram, and each centroid can be project- ed to either canonical axis or any environ- mental variable to find the species’ weight- ed average score on the axis or variable (ter Braak and Verdonschot, 1995). In the ana- lyses, the environmental variables of im- portance were selected by a ”forward selec- tion” procedure. The method ranks the variables in importance and selects them one by one starting with the one that would add the most inertia if included. For each step, the significance of the new variable was tested using the Monte Carlo Permuta- tion Test (999 unrestricted permutations), and the variable was included if significant
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