Title of article :
Many-to-one comparison of nonlinear growth curves for Washingtonʹs Red Delicious apple
Author/Authors :
Nairanjana Dasgupta&Monte J. Shaffer، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2012
Abstract :
In this article, we are interested in comparing growth curves for the Red Delicious apple in several locations
to that of a reference site. Although such multiple comparisons are common for linear models, statistical
techniques for nonlinear models are not prolific. We theoretically derive a test statistic, considering the
issues of sample size and design points. Under equal sample sizes and same design points, our test statistic
is based on the maximum of an equi-correlated multivariate chi-square distribution. Under unequal sample
sizes and design points, we derive a general correlation structure, and then utilize the multivariate normal
distribution to numerically compute critical points for the maximum of the multivariate chi-square. We
apply this statistical technique to compare the growth of Red Delicious apples at six locations to a reference
site in the state of Washington in 2009. Finally, we perform simulations to verify the performance of our
proposed procedure for Type I error and marginal power. Our proposed method performs well in regard to
both.
Keywords :
multiple comparisons to control , multivariate chi-square distribution , nonlinear growthcurves , simulated critical points , Richards’ curve
Journal title :
JOURNAL OF APPLIED STATISTICS
Journal title :
JOURNAL OF APPLIED STATISTICS