langer <- function(xx, m=5, cvec, A) { ########################################################################## # # LANGERMANN FUNCTION # # Authors: Sonja Surjanovic, Simon Fraser University # Derek Bingham, Simon Fraser University # Questions/Comments: Please email Derek Bingham at dbingham@stat.sfu.ca. # # Copyright 2013. Derek Bingham, Simon Fraser University. # # THERE IS NO WARRANTY, EXPRESS OR IMPLIED. WE DO NOT ASSUME ANY LIABILITY # FOR THE USE OF THIS SOFTWARE. If software is modified to produce # derivative works, such modified software should be clearly marked. # Additionally, this program is free software; you can redistribute it # and/or modify it under the terms of the GNU General Public License as # published by the Free Software Foundation; version 2.0 of the License. # Accordingly, this program is distributed in the hope that it will be # useful, but WITHOUT ANY WARRANTY; without even the implied warranty # of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU # General Public License for more details. # # For function details and reference information, see: # http://www.sfu.ca/~ssurjano/ # ########################################################################## # # INPUTS: # # xx = c(x1, x2, ..., xd) # m = constant (optional), with default value 5 # cvec = m-dimensional vector (optional), with default value c(1, 2, 5, 2, 3) # (when m=5) # A = (mxd)-dimensional matrix (optional), with default value: # [3 5] # [5 2] # [2 1] # [1 4] # [7 9] # (when m=5 and d=2) # ########################################################################## d <- length(xx) if (missing(cvec)) { if (m == 5){ cvec <- c(1,2,5,2,3) } else { stop('Value of the m-dimensional vector cvec is required.') } } if (missing(A)) { if (m==5 && d==2) { A <- matrix(c(3,5,5,2,2,1,1,4,7,9),5,2,byrow=TRUE) } else { stop('Value of the (mxd)-dimensional matrix A is required.') } } xxmat <- matrix(rep(xx,times=m), m, d, byrow=TRUE) inner <- rowSums((xxmat-A[,1:d])^2) outer <- sum(cvec * exp(-inner/pi) * cos(pi*inner)) y <- outer return(y) }