ON ROW RELAXATION METHODS FOR LARGE CONSTRAINED LEAST-SQUARES PROBLEMS

被引:30
作者
DAX, A
机构
关键词
ROW RELAXATION METHODS; LARGE UNSTRUCTURED LEAST SQUARES PROBLEMS; LINEAR CONSTRAINTS; ITERATIVE IMPROVEMENT OF REGULARIZED SOLUTIONS;
D O I
10.1137/0914036
中图分类号
O29 [应用数学];
学科分类号
070104 [应用数学];
摘要
This paper addresses the question of how to construct a row relaxation method for solving large unstructured linear least squares problems, with or without linear constraints. The proposed approach combines the Herman-Lent-Hurwitz scheme for solving regularized least squares problems with the Lent-Censor-Hildreth method for solving linear constraints. However, numerical experiments show that the Herman-Lent-Hurwitz scheme has difficulty reaching a least squares solution. This difficulty is resolved by applying the Riley-Golub iterative improvement process.
引用
收藏
页码:570 / 584
页数:15
相关论文
共 17 条
[1]
[Anonymous], 1937, INT B POLISH ACAD SC
[2]
Bjorck A., 1979, BIT (Nordisk Tidskrift for Informationsbehandling), V19, P145, DOI 10.1007/BF01930845
[3]
ROW-ACTION METHODS FOR HUGE AND SPARSE SYSTEMS AND THEIR APPLICATIONS [J].
CENSOR, Y .
SIAM REVIEW, 1981, 23 (04) :444-446
[4]
THE CONVERGENCE OF LINEAR STATIONARY ITERATIVE PROCESSES FOR SOLVING SINGULAR UNSTRUCTURED SYSTEMS OF LINEAR-EQUATIONS [J].
DAX, A .
SIAM REVIEW, 1990, 32 (04) :611-635
[5]
Elden L., 1977, BIT (Nordisk Tidskrift for Informationsbehandling), V17, P134, DOI 10.1007/BF01932285
[7]
Golub G., 1965, NUMER MATH, V7, P206, DOI [DOI 10.1007/BF01436075, 10.1007/BF01436075]
[8]
ALGEBRAIC RECONSTRUCTION TECHNIQUES (ART) FOR 3-DIMENSIONAL ELECTRON MICROSCOPY AND X-RAY PHOTOGRAPHY [J].
GORDON, R ;
BENDER, R ;
HERMAN, GT .
JOURNAL OF THEORETICAL BIOLOGY, 1970, 29 (03) :471-&
[9]
HERMAN GT, 1980, J I MATH APPL, V25, P361
[10]
ART - MATHEMATICS AND APPLICATIONS - REPORT ON MATHEMATICAL FOUNDATIONS AND ON APPLICABILITY TO REAL DATA OF ALGEBRAIC RECONSTRUCTION TECHNIQUES [J].
HERMAN, GT ;
LENT, A ;
ROWLAND, SW .
JOURNAL OF THEORETICAL BIOLOGY, 1973, 42 (01) :1-32