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Matrix Theory and Applications with MATLAB Book

Matrix Theory and Applications with MATLAB
Matrix Theory and Applications with MATLAB, Designed for use in a second course on linear algebra, Matrix Theory and Applications with MATLAB covers the basics of the subject-from a review of matrix algebra through vector spaces to matrix calculus and unitary similarity-in a presentation that stres, Matrix Theory and Applications with MATLAB has a rating of 3 stars
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Matrix Theory and Applications with MATLAB, Designed for use in a second course on linear algebra, Matrix Theory and Applications with MATLAB covers the basics of the subject-from a review of matrix algebra through vector spaces to matrix calculus and unitary similarity-in a presentation that stres, Matrix Theory and Applications with MATLAB
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  • Matrix Theory and Applications with MATLAB
  • Written by author Darald J. Hartfiel
  • Published by Taylor & Francis, Inc., January 2001
  • Designed for use in a second course on linear algebra, Matrix Theory and Applications with MATLAB covers the basics of the subject-from a review of matrix algebra through vector spaces to matrix calculus and unitary similarity-in a presentation that stres
  • Designed for use in a second course on linear algebra, Matrix Theory and Applications with MATLAB covers the basics of the subject-from a review of matrix algebra through vector spaces to matrix calculus and unitary similarity-in a presentation that stres
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1Review of Matrix Algebra1
1.1Matrices, Systems of Linear Equations, Determinants1
1.1.1Matrix Algebra3
1.1.2Systems of Linear Equations12
1.1.3Determinant15
1.1.4Optional (Ranking)20
1.1.5MATLAB (Solving Ax = b)22
2Introduction to Vector Spaces29
2.1Vector Spaces29
2.1.1Optional (Geometrical Description of the Solutions to Ax = b)39
2.1.2MATLAB (Graphics)40
2.2Dimension43
2.2.1Optional (Dimension of Convex sets)53
2.3Linear Transformations58
2.3.1Optional (Graphics of Polygonal Shapes)67
2.3.2MATLAB (Codes, including Picture of the Singular Matrices in Matrix Space)69
3Similarity75
3.1Nonsingular Matrices76
3.1.1Optional (Interpolation and Pictures)82
3.1.2MATLAB (Polyfit and Polyval)84
3.2Diagonalization87
3.2.1Optional (Buckling Beam)93
3.2.2MATLAB (Eig and [P, D])96
3.3Conditions for Diagonalization99
3.3.1Optional (Picture of Multiple Eigenvalue Matrices in Matrix Space)105
3.3.2MATLAB (Code for Picture)106
3.4Jordan Forms108
3.4.1Optional (Numerical Problems in Finding the Jordan Form)113
3.4.2MATLAB ([P, D] and Defective A)114
4Matrix Calculus117
4.1Calculus of Matrices117
4.1.1Optional (Modeling Spring-Mass Problems)124
4.1.2MATLAB (Code for Graph of Function)126
4.2Difference Equations128
4.2.1Optional (Long-Run Prediction)135
4.2.2MATLAB (Code for Viewing Solution to Difference Equations; Handling Large Matrices)137
4.3Differential Equations142
4.3.1Optional (Modeling Motions of a Building)151
4.3.2MATLAB (Code for Viewing Solutions of Differential Equations Using expm)152
5Normed Vector Spaces157
5.1Vector Norms157
5.1.1Optional (Evaluating Models)162
5.1.2MATLAB (Vector Norms)164
5.2Induced Matrix Norms166
5.2.1Optional (Error in Solving Ax = b)173
5.2.2MATLAB (Matrix Norms and Condition Numbers)176
5.3Some Special Norms180
5.3.1Optional (Splitting Techniques)185
5.3.2MATLAB (Code for Iterative Solutions)187
5.4Inner Product Norms and Orthogonality191
5.4.1Optional (Closest Matrix from Symmetric Matrices)200
5.4.2MATLAB (Orth and the Projection Matrix)200
6Unitary Similarity205
6.1Unitary Matrices205
6.1.1Optional (Symmetry)213
6.1.2MATLAB (Code for Picture of Orthogonal Matrices in 2 [times] 2 Matrix Space)215
6.2Schur Decompositions219
6.2.1Optional (Motion in Principal Axes)228
6.2.2MATLAB (Schur)231
7Singular Value Decomposition235
7.1Singular Value Decomposition Theorem236
7.1.1Optional (Physical Problems involving Least-Squares Solutions)245
7.1.2MATLAB (Least-Squares Solutions to Ax = b)248
7.2Applications of the SVD Theorem252
7.2.1MATLAB (pinv, null, orth, and rank)260
8LU and QR Decompositions265
8.1The LU Decomposition265
8.1.1Optional (Iterative Improvement in Solving Ax = b)272
8.1.2MATLAB (lu, [L, U] and [L, U, F])273
8.2The QR Decomposition275
8.2.1Optional (QR Algorithm)283
8.2.2MATLAB (Ax = b, QR, Householder, and Givens)285
9Properties of Eigenvalues and Eigenvectors291
9.1Continuity of Eigenvalues and Eigenvectors291
9.1.1Optional (Eigenvectors and Multiple Eigenvalues)297
9.2Perturbation of Eigenvalues and Eigenvectors299
9.2.1Optional (Pictures of Eigenvalue and Eigenvector Sensitivity)304
9.2.2MATLAB (Condeig)306
10Hermitian and Positive Definite Matrices309
10.1Positive Definite Matrices309
10.1.1Optional (Solving the Motion of a Building Problem)315
10.1.2MATLAB (Code for Computing P)318
10.2Special Eigenvalue Results on Hermitian Matrices320
10.2.1Optional (Optimization)326
11Graphics and Topology331
11.1Two Projection Matrices331
11.1.1Optional (Drawing Pictures Using Projection Maps)337
11.2Manifolds and Topological Sets340
11.2.1Optional (Rank k Matrices)344
Appendix AMATLAB346
Answers to Selected Exercises350
Bibliography365


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Matrix Theory and Applications with MATLAB, Designed for use in a second course on linear algebra, Matrix Theory and Applications with MATLAB covers the basics of the subject-from a review of matrix algebra through vector spaces to matrix calculus and unitary similarity-in a presentation that stres, Matrix Theory and Applications with MATLAB

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Matrix Theory and Applications with MATLAB, Designed for use in a second course on linear algebra, Matrix Theory and Applications with MATLAB covers the basics of the subject-from a review of matrix algebra through vector spaces to matrix calculus and unitary similarity-in a presentation that stres, Matrix Theory and Applications with MATLAB

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Matrix Theory and Applications with MATLAB, Designed for use in a second course on linear algebra, Matrix Theory and Applications with MATLAB covers the basics of the subject-from a review of matrix algebra through vector spaces to matrix calculus and unitary similarity-in a presentation that stres, Matrix Theory and Applications with MATLAB

Matrix Theory and Applications with MATLAB

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