Accession Number : AD0687450
Title : HEURISTIC ANALYSIS OF NUMERICAL VARIANTS OF THE GRAM-SCHMIDT ORTHONORMALIZATION PROCESS.
Descriptive Note : Technical rept.,
Corporate Author : STANFORD UNIV CALIF DEPT OF COMPUTER SCIENCE
Personal Author(s) : Mitchell,William C. ; McCraith,Douglas L.
Report Date : 24 FEB 1969
Pagination or Media Count : 26
Abstract : The Gram-Schmidt orthonormalization process is a fundamental formula of analysis which is notoriously unstable computationally. This report provides a heuristic analysis of the process, which shows why the method is unstable. Formulas are derived which describe the propagation of round-off error through the process. These formulas are supported by numerical experiments. These formulas are then applied to a computational variant of a basic method proposed by John R. Rice, and this method is shown to offer significant improvement over the basic algorithm. This finding is also supported by numerical experiment. The formulas for the error propagation are then used to produce a linear corrector for the basic Gram-Schmidt process, which shows significant improvement over both previous methods, but at the cost of slightly more computations. (Author)
Descriptors : (*NUMERICAL ANALYSIS, ERRORS), COMPUTER PROGRAMMING, ITERATIONS, ACCURACY, STABILITY
Subject Categories : Numerical Mathematics
Computer Programming and Software
Distribution Statement : APPROVED FOR PUBLIC RELEASE