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Mathews J.H., Fink K.D. — Numerical Methods Using MATLAB
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Название: Numerical Methods Using MATLAB
Авторы: Mathews J.H., Fink K.D.
Аннотация: Provides an introduction to numerical analysis for undergraduates in mathematics, computer science, physical sciences, and engineering. Emphasis is on why numerical methods work and their limitations, with material balanced between theory, error analysis, and readability. MATLAB programs are the vehicle for presenting underlying numerical algorithms. Includes exercises and computer assignments, with extensive use of MATLAB, new to this third edition. Assumes previous courses in calculus and structured programming. Book News, Inc.®, Portland, OR
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Рубрика: Математика /Численные методы /Численный анализ /
Статус предметного указателя: Готов указатель с номерами страниц
ed2k: ed2k stats
Издание: third edition
Год издания: 1999
Количество страниц: 662
Добавлена в каталог: 25.02.2005
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Предметный указатель
29 32 214 313 314 329 333 373 377 437 445 452 461 475.477
Accelerating convergence, Aitken’s process 90 99
Accelerating convergence, Newton — Raphson 71 82 88 176
Accelerating convergence, Steffensen’s method 90 95
Adam — Bashforth — Moulton method 474 482
Adaptive quadrature 382 387
Aitken’s process 90 99
Approximate significant digils 25
Approximation of data, least-squares curves 211 257
Approximation of data, least-squares line 255 258
Approximation of data, least-squares polynomial 271 274
Approximation of functions, Chebyshev polynomial 230 233 238 240
Approximation of functions, Lagrange polynomial 207 211 213 217 238
Approximation of functions, least squares 255 257 271
Approximation of functions, Newton polynomial 220 224 227
Approximation of functions, Pade approximation 243 246
Approximation of functions, rational functions 243
Approximation of functions, splines 280 281 285 293
Approximation of functions, Taylor polymomials 8 26 31 189
Augmented matrix 126 129
Back substitution 121 123 136
Backward difference 334
Basis 557
Binary numbers 13 17 19
Binomial series 197 (#14)
Bisection method 53 54 59
Bolzano’s method 53
Boole’s rule 344 372 375 380 #4) 389
Boundary value problems 497 503 505 510
Bracketing methods 51 53
Central difference 313 314 329 340 #8)
Characteristic polynomial 559
Chebyshev nodes 232
Chebyshev polynomial, interpolation 230 233 238 240
Chebyshev polynomial, minimization 233
Chebyshev polynomial, nodes 234
Chopped number 27
Composite Simpson’s rule 350 354 359 363
Composite trapezoidal rule 350 354 358 363
Computer accuracy 21
Continuous function 3
Convergence, acceleration 82 87 90 92 95
Convergence, criteria 62 66
Convergence, global (local) 62
Convergence, linear 76 77 90
Convergence, Newton — Raphson 77 82 87 #23)
Convergence, order of 32 75
Convergence, quadratic 76 77 82 87 #23)
Convergence, sequence 3
Convergence, series 8 99
Convergence, speed 75
Corrector formula 475 477
Crank — Nicholson method 531 535
Cube-root algorithm 86 (#11)
Cubic spline, clamped 284 285 293
Cubic spline, natural 284 285
Deflation of eigenvalues 578
Derivative, definition 5 311
Derivative, formulas 204 313 322 329 333 505
Derivative, higher 329 333 505
Derivative, partial 325 (#7) 517 527 538
Derivative, polynomials 204 334 336
Determinant 113 114 123 151
Difference equation 505 517 527 531 539
Difference, backward 334
Difference, central 313 314 329 340 #8)
Difference, divided 223
Difference, finite-difference method 505 510 514
Difference, forward 334 341
Difference, table 224
Differential equation, Adams — Bashforth — Moulton method 474 482
Differential equation, boundary value problems 497 503 505 510
Differential equation, Crank — Nicholson method 531 535
Differential equation, Dirichlet method for Laplace’s equation 549
Differential equation, Euler’s method 433 437 440
Differential equation, existence-uniqueness 430
Differential equation, finite-difference method 505 510 514 517 527 539
Differential equation, forward-difference method 528 533
Differential equation, Hamming’s method 484
Differential equation, Heun’s method 443 445 448 465
Differential equation, higher-order equations 490
Differential equation, initial value problem 428 430 487 498
Differential equation, Milne — Simpson method 477
Differential equation, modified Euler method 465
Differential equation, partial differential equations 514 516 526 538
Differential equation, predictor 474 477
Differential equation, Runge — Ktitta — Fehlberg method 466 469
Differential equation, Runge — Kutta method 458 461 466 468 488 502
Differential equation, shooting method 498 503
Differential equation, stability of solutions 478 481
Differential equation, Taylor methods 451 452 455
Digit, binary 14 17 19
Digit, decimal 14 19 22
Dirichlet method for Laplace’s equation 549
Distance between points 103 162
Divided differences 223
Division by zero 74 77
Division, synthetic 10 200
Dot product 103
DOUBLE PRECISION 22
Double root 75 77 87
d’Alembert’s solution 519
Eigenvalues, characteristic polynomial 559
Eigenvalues, definition 559
Eigenvalues, dominant 568
Eigenvalues, Householder’s method 594
Eigenvalues, inverse power method 573 575 576
Eigenvalues, Jacobi’s. method 581
Eigenvalues, power method 568 570 573 576
Eigenvalues, QR method 601
Eigenvectors, definition 559
Eigenvectors, dominant 568
Elementary row operations 126
Elementary transformations 125
Elliptic equations 538
Endpoint constraints for splines 284
Epidemic model 442 (#9)
Equivalent linear systems 125
Error, absolute 24
Error, bound 189 194
Error, computer 21 27 135
Error, data 36 203 316
Error, differential equations 437 445 452 462 475 477 519
Error, differentiation 313 314 316 318
Error, integration 344 358 359 377
Error, interpolating polynomial 189 213 238
Error, loss of significance 28
Error, propagation 32
Error, relative 24 66
Error, root mean square 253
Error, round-off 27
Error, sequence 3
Error, stable (unstable) 33
Error, subtractive cancellation 28
Error, truncation 26 313 314
Euclidean norm 103 162 163
Euler formulas 299
Euler’s method 433 437 440
Euler’s method, global error 437
Euler’s method, modified 465
Euler’s method, systems 488
Even function 300
Exponential fit 263
Extrapolated value 199
extrema 400 404
Extreme Value Theorem 4
False position method 56 60
Final global error 437 445 452 462
Finite difference method! 505 510 514 517 527 539
Fixed-point iteration 42 49 173
Fixed-point iteration, error bound 46
Floating-point number 21 22
Floating-point number, accuracy 21
Forward difference 334 341
Forward difference method 527 528 533
Forward substitution 125 (#2)
Fourier series 299
Fourier series, discrete 304
Fractions, binary 17
Fundamental theorem of calculus 6
Gauss — Legendre integration 389 392 394
Gauss — Seidel iteration 159 161 164
Gaussian elimination 125 128 143 150
Gaussian elimination, back substitution 121 123
Gaussian elimination, computational complexity 147
Gaussian elimination, LU factorization 141 143 150
Gaussian elimination, multipliers 127 129
Gaussian elimination, pivoting 127 131
Gaussian elimination, tridiagonal systems 140 (#1) 166 284 506 599
Generalized Rolle’s theorem 6 (#20)
Geometric series 16 51
Gerschgorin’s circle theorem 566
Golden ratio search 401 412
Gradient 412 420
Graphical analysis, fixed-point iteration 47
Graphical analysis, Newton’s method 70 78 79
Graphical analysis, secant method 80
Halley’s method 87 (#22)
Hamming’s method 484
Heat equation 515
Helmholtz’s equation 538 548
Heun’s method 443 445 448 465
Higher derivatives 329 333
Hilbert matrix 139 (#15)
Hooke’s law 262 (#1)
Horner’s method 10 200
Householder’s method 594
Hyperbolic equations 516
Ill-conditioning, least-squares data fitting 134
Ill-conditioning, matrices 133 139
Initial value problem 428 430 487 498
Integration, adaptive quadrature 382 387
Integration, Boole’s rule 344 372 375 380 #4) 389
Integration, composite rules 350 354 358 363
Integration, cubic splines 296 (#12)
Integration, Gauss — Legendre integration 389 392 394
Integration, midpoint rule 366 (#12) 381
Integration, Newton — Cotes 344
Integration, Romberg integration 373 375 377 378 381
Integration, Simpson’s rule 344 353 354 359 363 370 380 387
Integration, trapezoidal rule 344 354 358 363 368 377
Intermediate Value Theorem 3
Interpolation, Chebyshev polynomials 230 233 238 240
Interpolation, cubic splines 281 285—287 293
Interpolation, error, polynomials 8 31 189 211 213 238
Interpolation, extrapolation 199
Interpolation, integration 296 (#12) 344
Interpolation, Lagrange polynomials 207 211 213 217 238
Interpolation, least squares 255 271
Interpolation, linear 207 219 255 277 280
Interpolation, Newton polynomials 220 224 227
Interpolation, Pade approximations 243 246
Interpolation, piecewise linear 280
Interpolation, polynomial wiggle 273
Interpolation, rational functions 243
Interpolation, Runge phenomenon 236
Interpolation, Taylor polynomials 8 26 31 189 313 329
Interpolation, trigonometric polynomials 297 303 306
Iteration methods, bisection 53 54 59
Iteration methods, fixed point 42 173 544
Iteration methods, Gauss — Seidel 159 161 164
Iteration methods, Jacobi iteration 156 161 163
Iteration methods, Muller 92 97
Iteration methods, Newton 70 82 84 88 176 179
Iteration methods, partial differential equations 546
Iteration methods, regula falsi 56 60
Iteration methods, secant 80 84 87
Iteration methods, Steffensen 92 95
Jacobi iteration for linear systems 156 161 163
Jacobian matrix 170 176
Jacobi’s method for eigenvalues 581 590
Lagrange polynomials 207 211 213 236
Laplace’s equation 538 549
Least-squares data fitting, data linearization 266
Least-squares data fitting, linear fit 255 258 260 277
Least-squares data fitting, nonlinear fit 257 266 271
Least-squares data fitting, plane 277 (#17 #18)
Least-squares data fitting, polynomial fit 271
Least-squares data fitting, root-mean-square error 253
Least-squares data fitting, trigonometric polynomials 297 303 306
Length of a curve 364 (#2)
Length of a vector 103 162 163
Limit, function 2
Limit, sequence 3
Limit, series 8
Linear approximation 219 (#12) 255 258 277 280
linear combination 103 499
Linear convergence 76 77
Linear independence 557
Linear least-squares fit 255 258 260 277
Linear system 114 121 128 143 152 156 163
Linear systems of equations, back substitution 121 123 136
Linear systems of equations, forward substitution 125 (#2)
Linear systems of equations, Gaussian elimination 125 128 143 150
Linear systems of equations, LU factorization 141 143 150
Linear systems of equations, tridiagonal systems 140 (#1) 166 284 506 599
Linear systems, theory, matrix form 111 114 127 141
Linear systems, theory, nonsingular 114
Lipschitz condition 430
Location of roots 68
Logistic rule of population growth 276 (#6 #7)
Loss of significance 28
Lower triangular determinant 123
LU factorization 141 143 150
Machine numbers 20
Maclaurin series 243
Mantissa 20 22
Markov process 579 (#5)
Matrix, addition 107
Matrix, augmented 126 129
Matrix, determinant 113 114 123 151
Matrix, diagonalization 563
Matrix, eigenvalue 559
Matrix, eigenvector 559
Matrix, equality 106
Matrix, Hilbert 139 (#15)
Matrix, identity 112
Matrix, ill-conditioned 133 139
Matrix, inverse 112 114
Matrix, lower triangular 120 125 143
Matrix, LU factorization 141 143 150
Matrix, multiplication 110 112 143 150
Matrix, nonsingular 112
Matrix, norm 566
Matrix, orthogonal 565 594
Matrix, permutation 148 150
Matrix, singular 113
Matrix, strictly diagonally dominant 160 162 163
Matrix, symmetric 109 (#6) 565 581 590 594
Matrix, transpose 104 108 270
Matrix, triangular 120 125
Matrix, tridiagonal 140 (#1) 166 284 506 599
Mean of data 260 (#4 #5 #6)
Mean value theorems, derivative 5 45
Mean value theorems, integrals 6
Mean value theorems, intermediate 3
Mean value theorems, weighted integral 7
Midpoint rule 366 (#12) 381
Milne — Simpson method 477 483
Minimax approximation, Chebyshev 231 233 238
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