Ds. Crosby et al., A PROPOSED DEFINITION FOR VECTOR CORRELATION IN GEOPHYSICS - THEORY AND APPLICATION, Journal of atmospheric and oceanic technology, 10(3), 1993, pp. 355-367
A universally accepted definition for vector correlation in oceanograp
hy and meteorology does not presently exist. To address this need, a g
eneralized correlation coefficient, originally proposed by Hooper and
later expanded upon by Jupp and Mardia, is explored. A short history o
f previous definitions is presented. Then the definition originally pr
oposed by Hooper is presented together with supporting theory and asso
ciated properties. The most significant properties of this vector corr
elation coefficient are that it is a generalization of the square of t
he simple one-dimensional correlation coefficient, and when the vector
s are independent. its asymptotic distribution is known; hence, it can
be used for hypothesis testing. Because the asymptotic results hold o
nly for large samples, and in practical situations only small samples
are often available, modified sampling distributions are derived using
simulation techniques for samples as small as eight. It is symmetric
with respect to its arguments and has a simple interpretation in terms
of canonical correlation. It is invariant under transformations of th
e coordinate axes, including rotations and changes of scale. Finally,
to assist in interpreting this vector correlation coefficient, several
cases that lead to perfect correlation and zero correlation are exami
ned, and the technique is applied to surface marine winds at two locat
ions in the northwest Atlantic.