% File src/library/splines/man/splineDesign.Rd % Part of the R package, http://www.R-project.org % Copyright 1995-2013 R Core Team % Distributed under GPL 2 or later \newcommand{\CRANpkg}{\href{http://CRAN.R-project.org/package=#1}{\pkg{#1}}} \name{splineDesign} \alias{splineDesign} \alias{spline.des} \title{Design Matrix for B-splines} \description{ Evaluate the design matrix for the B-splines defined by \code{knots} at the values in \code{x}. } \usage{ splineDesign(knots, x, ord = 4, derivs, outer.ok = FALSE, sparse = FALSE) spline.des (knots, x, ord = 4, derivs, outer.ok = FALSE, sparse = FALSE) } \arguments{ \item{knots}{a numeric vector of knot positions with non-decreasing values.} \item{x}{a numeric vector of values at which to evaluate the B-spline functions or derivatives. Unless \code{outer.ok} is true, the values in \code{x} must be between \code{knots[ord]} and \code{knots[ length(knots) + 1 - ord ]}.} \item{ord}{a positive integer giving the order of the spline function. This is the number of coefficients in each piecewise polynomial segment, thus a cubic spline has order 4. Defaults to 4.} \item{derivs}{an integer vector of the same length as \code{x} and with values between \code{0} and \code{ord - 1}. The derivative of the given order is evaluated at the \code{x} positions. Defaults to a vector of zeroes of the same length as \code{x}.} \item{outer.ok}{logical indicating if \code{x} should be allowed outside the \emph{inner} knots, see the \code{x} argument.} \item{sparse}{logical indicating if the result should inherit from class \code{\linkS4class{sparseMatrix}} (package \CRANpkg{Matrix}).} } \value{ A matrix with \code{length( x )} rows and \code{length( knots ) - ord} columns. The i'th row of the matrix contains the coefficients of the B-splines (or the indicated derivative of the B-splines) defined by the \code{knot} vector and evaluated at the i'th value of \code{x}. Each B-spline is defined by a set of \code{ord} successive knots so the total number of B-splines is \code{length(knots)-ord}. } \note{The older \code{spline.des} function takes the same arguments but returns a list with several components including \code{knots}, \code{ord}, \code{derivs}, and \code{design}. The \code{design} component is the same as the value of the \code{splineDesign} function. } \author{Douglas Bates and Bill Venables} \examples{ require(graphics) splineDesign(knots = 1:10, x = 4:7) ## visualize band structure \donttest{Matrix::drop0(zapsmall(6*splineDesign(knots = 1:40, x = 4:37, sparse = TRUE)))} knots <- c(1,1.8,3:5,6.5,7,8.1,9.2,10) # 10 => 10-4 = 6 Basis splines x <- seq(min(knots)-1, max(knots)+1, length.out = 501) bb <- splineDesign(knots, x = x, outer.ok = TRUE) plot(range(x), c(0,1), type = "n", xlab = "x", ylab = "", main = "B-splines - sum to 1 inside inner knots") mtext(expression(B[j](x) *" and "* sum(B[j](x), j == 1, 6)), adj = 0) abline(v = knots, lty = 3, col = "light gray") abline(v = knots[c(4,length(knots)-3)], lty = 3, col = "gray10") lines(x, rowSums(bb), col = "gray", lwd = 2) matlines(x, bb, ylim = c(0,1), lty = 1) } \keyword{ models }