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Saad Y. — Iterative Methods for Sparse Linear Systems
Saad Y. — Iterative Methods for Sparse Linear Systems



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Название: Iterative Methods for Sparse Linear Systems

Автор: Saad Y.

Аннотация:

This book can be used to teach graduate-level courses on iterative methods for linear systems. Engineers and mathematicians will find its contents easily accessible, and practitioners and educators will value it as a helpful resource. The preface includes syllabi that can be used for either a semester- or quarter-length course in both mathematics and computer science.


Язык: en

Рубрика: Математика/Численные методы/Численная линейная алгебра/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Издание: second edition with corrections

Год издания: 2000

Количество страниц: 447

Добавлена в каталог: 25.02.2005

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
Idempotent      10 33
If and only if      3
IFF      see “If and only if”
ILQ, factorization      315
ILQ, preconditioning      314
ILU      268—297
ILU with multi-elimination      see “ILUM”
ILU with threshold      see “ILUT and ILUTP”
ILU(0)      265 268 274—276
ILU(0) for distributed sparse matrices      373
ILU(0) for red-black ordering      366
ILU(0), algorithm      275
ILU(0), distributed factorization      374
ILU(1)      278
ILU, distributed      372
ILU, factorization      268
ILU, factorization, instability in      293 297
ILU, general algorithm      270
ILU, IKJ version      272
ILU, ILUS      294—297
ILU, ILUS, algorithm      296
ILU, modified      285—286
ILU, preconditioner      268
ILU, preconditioner for Schur complement      409
ILU, static pattern      273
ILU, zero pattern      270
ILUM      370
ILUT      286—293
ILUT with pivoting      see “ILUTP”
ILUT, algorithm      287
ILUT, analysis      288
ILUT, implementation      290
ILUTP      293
ILUTP for normal equations      312
Incomplete factorization      265 268
Incomplete factorization, Gram — Schmidt      315
Incomplete factorization, ILQ      314 315
Incomplete factorization, QR      315
Incomplete Gram — Schmidt      316
Incomplete LQ      see “ILQ”
Incomplete LU      see “ILU”
Incomplete orthogonalization method      see “IOM”
Incomplete, orthogonalization algorithm      154
Indefinite inner product      207
Independent set orderings      79
Independent sets      79 368
Independent sets, maximal      80
Index of an eigenvalue      16 17
Indirect addressing      69
Induced norm      8
Induced preconditioners      407
Inhomogeneous medium      47
Inner products      5
Inner products, indefinite      207
Invariant subspace      10 130
Inverse LU factors      306
IOM      154
IOM, algorithm      154
IOM, direct version      154
Irreducibility      83
Irreducible      27
Isometry      7
Iteration matrix      102 104
j-diagonal      340
Jacobi iteration      95
Jacobi iteration for the normal equations      233
JAD storage format      340
JAD storage format in level scheduling      348
JAD storage format, definition      340
JAD storage format, matvecs in      341
Jagged diagonal format      see “JAD storage format”
Jagged diagonals      340
Jordan block      17
Jordan box      17
Jordan canonical form      16
Jordan submatrix      17
Joukowski mapping      188
Kernel      9 10
Krylov subspace      144
Krylov Subspace Methods      204
Krylov subspace, dimension of a      144
Krylov subspace, invariant      145
Krylov subspace, methods      143
Lanczos algorithm      172 173
Lanczos algorithm and orthogonal polynomials      173
Lanczos algorithm for linear systems      208
Lanczos algorithm, algorithm      173 205
Lanczos algorithm, biorthogonalization      204
Lanczos algorithm, breakdown      206
Lanczos algorithm, breakdown, incurable      207
Lanczos algorithm, breakdown, lucky      207
Lanczos algorithm, breakdown, serious      207
Lanczos algorithm, look-ahead version      207
Lanczos algorithm, loss of orthogonality      173
Lanczos algorithm, modified Gram — Schmidt version      173
Lanczos algorithm, nonsymmetric      204
Lanczos algorithm, partial reorthogonalization      173
Lanczos algorithm, practical implementations      207
Lanczos algorithm, selective reorthogonalization      173
Lanczos algorithm, symmetric case      172
Laplacean      see “Laplacean operator”
Laplacean operator      46 55
Laplacean operator of a graph      416
Least-squares polynomials      359
Least-squares problem      229
Left eigenvector      4
Left versus right preconditioning      255
Level of fill-in      278
Level scheduling      345—348
Level scheduling for 5-point matrices      345
Level scheduling for general matrices      346
Level set orderings      76 417
Line relaxation      99
Linear mappings      2
Linear span      9
Linear system      38 95
Linear system, existence of a solution      38
Linear system, right-hand side of a      38
Linear system, singular      38
Linear system, unknown of a      38
Linked lists      88
Local Schur complement      393
Look-ahead Lanczos algorithm      207
Lower triangular matrices      5
LQ factorization      314
LQ factorization, algorithm      315
Lucky breakdowns      148
M-matrix      26 269 310
Mask      320
Matrix      1
Matrix, addition      2
Matrix, adjoint of a      7
Matrix, banded      5
Matrix, bidiagonal      5
Matrix, canonical forms      15
Matrix, characteristic polynomial      3
Matrix, diagonal      5
Matrix, diagonal dominant      108
Matrix, diagonal form      16
Matrix, diagonalizable      16
Matrix, hermitian      4 21 24
Matrix, Hessenberg      5
Matrix, irreducible      83
Matrix, Jordan canonical form      16
Matrix, multiplication      2
Matrix, nonnegative      4 26
Matrix, nonsingular      3
Matrix, norm of a      8
Matrix, normal      4 21
Matrix, orthogonal      5
Matrix, outer product      5
Matrix, positive definite      30—32
Matrix, powers of a      19
Matrix, reduction      15
Matrix, Schur form      17
Matrix, self-adjoint      7 403
Matrix, singular      3
Matrix, skew-Hermitian      4
Matrix, skew-symmetric      4
Matrix, spectral radius      4
Matrix, spectrum      3
Matrix, square      3
Matrix, symmetric      4
Matrix, symmetric positive definite      31 112
Matrix, trace      4
Matrix, transpose      2
Matrix, transpose conjugate      2
Matrix, triangular      5
Matrix, tridiagonal      5
Matrix, unitary      4
Matrix-by-vector product      334
Matrix-by-vector product for distributed matrices      344
Matrix-by-vector product in DIA format      338
Matrix-by-vector product in Ellpack format      339
Matrix-by-vector product in triad form      339
Matrix-by-vector product, dense matrices      334
Mesh generation      61
Mesh size      58
Message passing      328
Min-max theorem      24
Minimal degree ordering      88
Minimal residual iteration      133
Minimal residual iteration, algorithm      134
Minimal residual iteration, convergence      135
Mixed boundary conditions      45 46
MLU      285—286
Modified Gram — Schmidt      148
Modified ILU      see “MLU”
Modified Sparse Row storage      see “MSR”
Molecule      48
Moment matrix      208
Moment matrix in Lanczos procedure      208
MR iteration      see “Minimal residual iteration”
MSR storage format      85
Multi-elimination      368 369
Multicolor orderings      81
Multicoloring      364—368
Multicoloring for general sparse matrices      367
Multifrontal methods      381
Multinode expansion algorithm      420
Multiple eigenvalue      15
Multiple vector pipelines      325
Multiplicative projection process      138
Multiplicative Schwarz preconditioning      399
Multiprocessing      325
Natural ordering      54
Near singularity      40
Nested-dissection ordering      88
Neumann boundary conditions      45 46
Neumann polynomials      355
Nonnegative matrix      4 26
Nonsingular matrix      3
Norm of matrices      8
Norm of vectors      5
Norm, Euclidean      7
Norm, Holder      7
Norm, induced      8
Norm, p-norm      8
Normal derivative      56
Normal equations      229
Normal matrix      4 21
Null space      9 10
Null space of a projector      33
Object oriented programming      334
Oblique projection methods      204
Oblique projector      35
Operator, elliptic      44
Operator, Laplacean      46
Optimality of projection methods      126
Order relation for matrices      26
ORTHODIR      182—184
Orthogonal complement      10
Orthogonal matrix      5
Orthogonal projector      10 35
Orthogonal vectors      10
Orthogonality      10
Orthogonality between vectors      10
Orthogonality of a vector to a subspace      10
ORTHOMIN      182—184
Orthonormal      10
Outer product matrices      5
Over-relaxation      97
Overdetermined systems      229
Overlapping domains      385
p-Norm      8
Packet switching      328
Parallel architectures      326
Parallel sparse techniques      72
Parallelism      324
Parallelism, forms of      324
Partial differential equations      44
Partial Schur decomposition      18
Partition      100
Partition vector      416
Partitioning      384
PDE      see “Partial differential equations”
Pe      see “Processing element”
Peaceman — Rachford algorithm      117
Peripheral node      417
Permutation matrices      5 73
permutations      72
Perron — Frobenius theorem      27
Perturbation analysis      39
Petrov — Galerkin conditions      122—124
Physical mesh versus graph      72
Pipelining      324
Polynomial approximation      144
Polynomial preconditioning      352 354—364
Positive definite matrix      6 25 30—32
Positive matrix      26
Positive real matrix      see “Positive definite matrix”
Positive semidefinite      25
Preconditioned, CG      244
Preconditioned, CG for the normal equations      259
Preconditioned, CG, efficient implementations      248
Preconditioned, CG, left      246
Preconditioned, CG, parallel implementation      330
Preconditioned, CG, split      247
Preconditioned, CG, symmetry in      245
Preconditioned, fixed-point iteration      103
Preconditioned, GMRES      250
Preconditioned, GMRES, comparison      253
Preconditioned, GMRES, flexible variant      255 256
Preconditioned, GMRES, left preconditioning      250
Preconditioned, GMRES, right preconditioning      252
Preconditioned, GMRES, split preconditioning      253
Preconditioner      103
Preconditioning      102 244
Preconditioning and relaxation scheme      103
Preconditioning, EBE      376
Preconditioning, incomplete LU      268
Preconditioning, induced      407
Preconditioning, Jacobi      265
Preconditioning, normalequationsfor normal equations      311
Preconditioning, polynomial      354—364
Preconditioning, polynomial with Chebyshev polynomials      356
Preconditioning, polynomial with least-squares polynomials      359
Preconditioning, polynomial with Neumann polynomials      355
Preconditioning, SOR      265
Preconditioning, SSOR      265
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