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Watkins D. — Fundamentals of matrix computations
Watkins D. — Fundamentals of matrix computations



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Название: Fundamentals of matrix computations

Автор: Watkins D.

Аннотация:

A significantly revised and improved introduction to a critical aspect of scientific computation
Matrix computations lie at the heart of most scientific computational tasks. For any scientist or engineer doing large-scale simulations, an understanding of the topic is essential. Fundamentals of Matrix Computations, Second Edition explains matrix computations and the accompanying theory clearly and in detail, along with useful insights.
This Second Edition of a popular text has now been revised and improved to appeal to the needs of practicing scientists and graduate and advanced undergraduate students. New to this edition is the use of MATLAB for many of the exercises and examples, although the Fortran exercises in the First Edition have been kept for those who want to use them. This new edition includes:
* Numerous examples and exercises on applications including electrical circuits, elasticity (mass-spring systems), and simple partial differential equations
* Early introduction of the singular value decomposition
* A new chapter on iterative methods, including the powerful preconditioned conjugate-gradient method for solving symmetric, positive definite systems
* An introduction to new methods for solving large, sparse eigenvalue problems including the popular implicitly-restarted Arnoldi and Jacobi-Davidson methods
With in-depth discussions of such other topics as modern componentwise error analysis, reorthogonalization, and rank-one updates of the QR decomposition, Fundamentals of Matrix Computations, Second Edition will prove to be a versatile companion to novice and practicing mathematicians who seek mastery of matrix computation.


Язык: en

Рубрика: Математика/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Издание: second edition

Год издания: 2002

Количество страниц: 618

Добавлена в каталог: 20.07.2005

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
Jacobi — Davidson method      458
Jacobi — Davidson method, inexact solves      459
Jacobi — Davidson method, purging      459
Jacobi's method, block variant      541
Jacobi's method, convergence rate      549
Jacobi's method, damped      544
Jacobi's method, for eigenvalue problem      477
Jacobi's method, for linear system      531
Jacobian matrix      299
Jordan block      309 554
Jordan canonical form      335 554
Kahan matrix      149 273
Kalian      273
Kernel      241
Kirchhoff's laws, current      13
Kirchhoff's laws, voltage      15
kron      109
Kronecker product      556
Krylov matrix      390 446
Krylov subspace      436 585
Krylov Subspace Methods      596
Lanczos process      441
Lanczos process, connection with CG      588 590 597
LDV decomposition      84
Least squares problem      181
Least squares problem, and SVD      275
Least squares problem, continuous      247
Least squares problem, discrete      182 243
Least squares problem, solution in full-rank case      213
Least squares problem, solution in rank-deficient case      216 275
Line iteration      542
Line search      560
Line search, exact vs. inexact      561
linear combination      223
Linear convergence      315
Linear independence and dependence      224
Long      153
lotkin      153
Lotkin matrix      153
LR algorithm      485
lu      98
LU decomposition      80
luinc      600
m-file      5
Manhattan metric      114
Markov chain      332
Matrix norm      115
Matrix pencil (pair)      505
Matrix pencil (pair), eqnivalence      507
Matrix pencil (pair), symmetric      508
matrix-matrix multiplication      7
matrix-vector multiplication      5
Maxmag      123
Minimum-degree ordering, column      108
Minimum-degree ordering, symmetric      64
Minmag      123
Minres      597
Monk polynomial      309
Moore — Penrose generalized inverse      277
more      53
Multicolor ordering      537
Multigrid      544 549
Multigrid, damped Jacobi smoother      544
Multigrid, Gauss — Seidel smoother      544
Multiplication, matrix      6
Multiplication, matrix-vector      2
Multiplicity, algebraic      306
Multiplicity, algebraic vs. geometric      417
Multiplicity, geometric      342
NaN      148
NASA Airfoil      69
Nested-dissection ordering      69
Newton's second law      297
nnz      67
Nondefective matrix      308
Nonsingular matrix      13
Norm      112
Norm, energy      582
Norm, matrix      115
Norm, matrix, $\infty$-norm (row sum)      119
Norm, matrix, Frobenius      115
Norm, matrix, induced      116
Norm, matrix, p-norm      118
Norm, matrix, spectral (2-norm)      118
Norm, matrix; 1-norm (column sum)      119
Norm, of a function      247
Norm, vector      112
Norm, vector, $\infty$-norm      114
Norm, vector, A-norm      115
Norm, vector, Euclidean (2-norm)      112
Norm, vector, p-norm      114
Norm, vector, taxicab (1-norm)      114
Norm, vector; 1-norm      114
Normal equations      244
Normal matrix      339
Null space      241
numgrid      68
Ohm's law      13
ones      153
Operator norm      116
Orthogonal complement      240
Orthogonal decomposition      273
Orthogonal eqnivalence      262 401
Orthogonal matrix      187
Orthogonal projection (of vector onto subspace)      240
Orthogonality of functions      247
Orthogonality of vectors      186
Orthonormal vectors      221
Orthoprojector      195
Overdetermined system      184
Overflow      140
Partial pivoting      94
Partition, conformable      9
peg      580
Pencil (pair)      505
Pencil (pair), equivalence      507
Pencil (pair), regular vs. singular      506
Pencil (pair), symmetric      508
Permntation matrix      97 187
Perron — Frobenius theory      331
Petrov — Galerkin conditions      599
pinv      280
Pivot      94
Pivoting, complete      104
Pivoting, partial      94
Plane rotator      192
plot      184
Poisson's equation      524
POLY      304
Positive definite matrix      33
Positive definite matrix, complex      49
Positive semidefinite matrix      344
Power method      314
Power method, convergence rate      315
Power method, inverse      319
Preconditioner      571
Preconditioner and Richardson's method      553
Preconditioner as splitting matrix      544
Preconditioner domain decomposition      575
Preconditioner incomplete factorization      575 581
Preconditioner, diagonal (= Jacobi)      573
Preconditioner, multigrid      575
Preconditioner, SSOR      574
Principal submatrix      43 72
print      300
Projector      195
Proper Hessenberg matrix      365
Pseudoinverse      277
purging      459
Pythagorean Theorem      243
qmr      599
qr      205 220
QR algorithm      356
QR algorithm, accelerating convergence by shifting      361
QR algorithm, as Rayleigh quotient iteration      430
QR algorithm, as simultaneous iteration      426
QR algorithm, deflation      361
QR algorithm, exact shift      367
QR algorithm, exceptional shift      367
QR algorithm, implicit vs. explicit      373
QR algorithm, implicit, double step      377
QR algorithm, implicit, single step      372
QR algorithm, on Hessenberg matrices      358
QR algorithm, Rayleigh quotient shift      362
QR algorithm, reduction      365
QR algorithm, singular case      367
QR algorithm, Wilkinson shift      364
QR algorithm, with symmetric matrix      377
QR decomposition      190
QR decomposition and Gram — Schmidt process      227
QR decomposition by reflectors      203
QR decomposition by rotators      193
QR decomposition, complex      208
QR decomposition, condensed      222
QR decomposition, nonsquare      213
QR decomposition, rank-deficient case      217
QR decomposition, uniqueness      204 223
QR decomposition, with column pivoting      217
QR iteration (QR step)      357
qrdelete      255
qrinsert      254
Quadratic convergence      328
Quasi-triangular matrix      341
Quotient-difference (QD) algorithm      485
Quotient-difference (qd) algorithm, differential form      487
QZ algorithm      511
rand      332
randn      5
randperm      68
RANGE      241
Rank      213 241
Rank-one update, eigenvalue problem      492
Rank-one update, of identity matrix      90 209
Rayleigh quotient      325
Rayleigh quotient iteration      326
Rayleigh quotient iteration, convergence rate      327
Rayleigh quotient iteration, cubic convergence      328
Rayleigh quotient iteration, in QR algorithm      430
Rayleigh quotient iteration, quadratic convergence      328
Rayleigh quotient, matrix      447
Rayleigh quotient, of normal matrix      345
Rayleigh quotient, shift      362
Rayleigh — Ritz — Galerkin condition      447
Red-black ordering      537
Refinement, iterative      178
Reflector      196
Reflector, backward stability      206 211
Reflector, complex      207
Regular pencil (pair)      506
Relatively robust representation (RRR)      480
Reorthogonalization      233
Residual      137
Residual and backward stability      146 463
Richardson's method      545
Ritz pair      439
Ritz value      439 447
Ritz value, harmonic      461
Ritz vector      439 447
Roots      304
Rotator      188
Rotator, backward stability      206 211
Rotator, complex      207
Rotator, fast      194
Rotator, Givens      192
Rotator, Jacobi      477 495
Rotator, plane      192
Roundoff error      140
Roundoff, unit      142
Row operation, elementary      71
Row scaling      171
Row space      242
RRR algorithm      488
rsEcsf      349
SAVE      54
Scaling      171
Scaling, bad      127
schur      349
Schur complement      48 90—91 258
Schur's theorem      337
Schur's theorem, generalized      509 517
Schur's theorem, real (Wintner — Murnaghan)      341
Schwarz inequality      113 186
Scientific notation      139
Secular equation      494
Semiband width      54
semicolon      6
semilogy      600
Semisimple matrix      308
Shift      319
Shift, exact      323 367
Shift, exceptional      367
Shift, Rayleigh quotient      362
Shift, ultimate      393
Shift, Wilkinson      364
Shift-and-invert strategy      319
Shift-and-invert strategy and Amoldi process      441
Shift-and-invert strategy and IRA      455
Shift-and-invert strategy and subspace iteration      434
Similar matrices      334
Similarity      334
Similarity, orthogonal and unitary      336
Simultaneous iteration      423
Simultaneous iteration on sparse matrices      433
Singular matrix      13
Singular pencil (pair)      506
Singular value decomposition (SVD)      262
Singular vectors      262
SIZE      67
Skeel condition number      177
Skew-Hermitian matrix      339
Skew-symmetric matrix      347
Slicing method      483
SOR method      539
SOR method, as a descent method      562
SOR method, block      541
SOR method, convergence rate      549
SOR method, line      542
SOR method, red-black      542
SOR method, symmetric      539
sort      445
Span of a set of vectors      223
Spanning set (of a subspace)      224
sparfun      64
Spectral norm      118
Spectral radius      547
Spectral theorem for Hermitian matrices      339
Spectral theorem for normal matrices      340
Spectral theorem for real symmetric matrices      340
Spectrum      305
speye      64
Splitting matrix (= preconditioner)      544
spy      65
Spy plot      65
SSOR      539
Stability, backward      146
Standard basis      221
Steepest descent method      562
Steepest descent method, geometric interpretation      565
Steepest descent method, preconditioned      572
Stiffness matrix      17 560
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