New Zealand Journal of Agricultural Research abstracts
Application of canonical discriminant analysis, principal component analysis,
and canonical correlation analysis as tools for evaluating differences in
pasture botanical composition
C. MATTHEW
Department of Plant Science
Massey University
Private Bag 11-222
Palmerston North, New Zealand
C. R. O. LAWOKO
Department of Statistics
Massey University
Private Bag 11-222
Palmerston North, New Zealand
C. J. KORTE
D. SMITH
AgResearch
Poukawa Research Station
P. O. Box 8144
Havelock North, New Zealand
Abstract The application of three multivariate analysis
techniques (canonical discriminant analysis (CDA), principal component analysis
(PCA), and canonical correlation analysis (CCA)) for evaluation of pasture
botanical composition data is illustrated and discussed. CDA and PCA were used
to describe differences in pasture botanical composition for different
microsites within a pasture near Palmerston North, New Zealand. CCA could not
be validly applied to this data set because a sampling strategy inappropriate
for CCA had been used to collect the data. However, CCA is conceptually ideal
for determining association between two groups of variables and CCA was used
for a second data set from the Hawkes Bay region to establish association
between differences in pasture botanical composition and differences in
environmental variables. CCA identified a transition from white clover
(
Trifolium repens L.) to subterranean clover (
Trifolium
subterraneum L.) presence associated with decreasing rainfall, and a
similar transition from ryegrass presence to browntop presence associated with
altitude. There are practical difficulties in obtaining a suitable data set for
canonical correlation, but with attention to sampling strategy a more precise
definition of effect of environmental factors on pasture botanical composition
would be expected.
Keywords canonical discriminant analysis; principal component
analysis; canonical correlation analysis; pasture botanical composition;
fertility; altitude; rainfall; stocking rate; ryegrass; Lolium perenne
L.; browntop; Agrostis capillaris L.; white clover; Trifolium
repens L.; subterranean clover; Trifolium subterraneum L.
New Zealand Journal of Agricultural Research, 1994, Vol. 37: 509-520
0028-8233/94/3704-0509 $2.50/0 (c) The Royal Society of New Zealand
1994
PDF file of entire paper: medium quality (987K); (scanned from paper original: notes about this process)
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