Uniqueness and Eventual Uniqueness of Optimal Designs in Some Time Series Models
Open Access
- 1 May 1981
- journal article
- Published by Institute of Mathematical Statistics in The Annals of Statistics
- Vol. 9 (3) , 486-493
- https://doi.org/10.1214/aos/1176345453
Abstract
Using the results of Barrow, et al., and Chow on the optimal placement of knots in the approximation of functions by piecewise polynomials, we show the uniqueness or "eventual uniqueness" of optimal designs for certain time series models considered by Sacks and Ylvisaker, and Wahba. In addition, the limiting behavior (as the sample size increases) of the variance of the BLUE of the regression coefficient is characterized in terms of the density defining the design, and the density for the asymptotically optimal design is given.Keywords
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