Hotelling Critical Values
Critical values for uniform confidence bands for rqss fitting
critval(kappa, alpha = 0.05, rdf = 0)
length of the tube
desired non-coverage of the band, intended coverage is 1 - alpha
"residual" degrees of freedom of the fitted object. If
rdf=0then the Gaussian version of the critical value is computed, otherwise the value is based on standard Student t theory.
The Hotelling tube approach to inference has a long and illustrious history. See Johansen and Johnstone (1989) for an overview. The implementation here is based on Sun and Loader (1994) and Loader's locfit package, although a simpler root finding approach is substituted for the iterative method used there. At this stage, only univariate bands may be constructed.
A scalar critical value that acts as a multiplier for the uniform confidence band construction.
Hotelling, H. (1939): ``Tubes and Spheres in $n$-spaces, and a class of statistical problems,'' Am J. Math, 61, 440--460.
Johansen, S., I.M. Johnstone (1990): ``Hotelling's Theorem on the Volume of Tubes: Some Illustrations in Simultaneous Inference and Data Analysis,'' The Annals of Statistics, 18, 652--684.
Sun, J. and C.V. Loader: (1994) ``Simultaneous Confidence Bands for Linear Regression and smoothing,'' The Annals of Statistics, 22, 1328--1345.