Algorithms for the Solution of the Nonlinear Least-Squares Problem
This paper describes a modification to the Gauss-Newton method for the solution of nonlinear least-squares problems. The new method seeks to avoid the deficiencies in the Gauss-Newton method by improving, when necessary, the Hessian approximation by specifically including or approximating some of th...
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          | Published in | SIAM journal on numerical analysis Vol. 15; no. 5; pp. 977 - 992 | 
|---|---|
| Main Authors | , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
        Philadelphia
          Society for Industrial and Applied Mathematics
    
        01.10.1978
     | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 0036-1429 1095-7170  | 
| DOI | 10.1137/0715063 | 
Cover
| Abstract | This paper describes a modification to the Gauss-Newton method for the solution of nonlinear least-squares problems. The new method seeks to avoid the deficiencies in the Gauss-Newton method by improving, when necessary, the Hessian approximation by specifically including or approximating some of the neglected terms. The method seeks to compute the search direction without the need to form explicitly either the Hessian approximation or a factorization of this matrix. The benefits of this are similar to that of avoiding the formation of the normal equations in the Gauss-Newton method. Three algorithms based on this method are described: one which assumes that second derivative information is available and two which only assume first derivatives can be computed. | 
    
|---|---|
| AbstractList | This paper describes a modification to the Gauss-Newton method for the solution of nonlinear least-squares problems. The new method seeks to avoid the deficiencies in the Gauss-Newton method by improving, when necessary, the Hessian approximation by specifically including or approximating some of the neglected terms. The method seeks to compute the search direction without the need to form explicitly either the Hessian approximation or a factorization of this matrix. The benefits of this are similar to that of avoiding the formation of the normal equations in the Gauss-Newton method. Three algorithms based on this method are described: one which assumes that second derivative information is available and two which only assume first derivatives can be computed. | 
    
| Author | Gill, Philip E. Murray, Walter  | 
    
| Author_xml | – sequence: 1 givenname: Philip E. surname: Gill fullname: Gill, Philip E. – sequence: 2 givenname: Walter surname: Murray fullname: Murray, Walter  | 
    
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| Cites_doi | 10.1093/comjnl/9.1.67 10.1007/BF00930579 10.1080/00401706.1968.10490535 10.1147/rd.165.0504 10.1093/comjnl/3.3.175 10.1093/comjnl/8.1.33 10.1093/comjnl/6.2.163 10.1093/comjnl/10.4.392 10.1007/BF01585529 10.1093/comjnl/5.2.147 10.1007/BF01681328 10.1016/B978-0-12-148950-2.50010-9 10.1287/mnsc.13.5.344 10.1007/BF00935703 10.1145/321186.321200 10.1007/BFb0080120 10.1137/0707011 10.1007/BF00932656  | 
    
| ContentType | Journal Article | 
    
| Copyright | Copyright 1978 Society for Industrial and Applied Mathematics [Copyright] © 1978 Society for Industrial and Applied Mathematics  | 
    
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| References | R3 Lawson Charles L. (R24) 1974 R4 R5 R8 R9 Osborne M. R. (R27) 1972 R30 R10 R20 R11 R22 R14 R13 R16 R15 R29 R28 Kowalik J. (R23) 1968 R19 Brent Richard P. (R6) 1973 R1  | 
    
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| Snippet | This paper describes a modification to the Gauss-Newton method for the solution of nonlinear least-squares problems. The new method seeks to avoid the... | 
    
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| SubjectTerms | Algorithms Approximation Curvature Factorization Hessian matrices Laboratories Least squares Local minimum Mathematical functions Matrices Scalars  | 
    
| Title | Algorithms for the Solution of the Nonlinear Least-Squares Problem | 
    
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