|
|
1 | (29) |
|
Matrices, Systems of Linear Equations, Determinants |
|
|
1 | (28) |
|
|
3 | (9) |
|
Systems of Linear Equations |
|
|
12 | (3) |
|
|
15 | (5) |
|
|
20 | (2) |
|
|
22 | (7) |
|
Introduction to Vector Spaces |
|
|
29 | (46) |
|
|
29 | (14) |
|
Optional (Geometrical Description of the Solutions to Ax = b) |
|
|
39 | (1) |
|
|
40 | (3) |
|
|
43 | (15) |
|
Optional (Dimension of Convex sets) |
|
|
53 | (5) |
|
|
58 | (17) |
|
Optional (Graphics of Polygonal Shapes) |
|
|
67 | (2) |
|
MATLAB (Codes, including Picture of the Singular Matrices in Matrix Space) |
|
|
69 | (6) |
|
|
75 | (42) |
|
|
76 | (11) |
|
Optional (Interpolation and Pictures) |
|
|
82 | (2) |
|
MATLAB (Polyfit and Polyval) |
|
|
84 | (3) |
|
|
87 | (12) |
|
|
93 | (3) |
|
|
96 | (3) |
|
Conditions for Diagonalization |
|
|
99 | (9) |
|
Optional (Picture of Multiple Eigenvalue Matrices in Matrix Space) |
|
|
105 | (1) |
|
MATLAB (Code for Picture) |
|
|
106 | (2) |
|
|
108 | (9) |
|
Optional (Numerical Problems in Finding the Jordan Form) |
|
|
113 | (1) |
|
MATLAB ([ P, D] and Defective A) |
|
|
114 | (3) |
|
|
117 | (40) |
|
|
117 | (11) |
|
Optional (Modeling Spring-Mass Problems) |
|
|
124 | (2) |
|
MATLAB (Code for Graph of Function) |
|
|
126 | (2) |
|
|
128 | (14) |
|
Optional (Long-Run Prediction) |
|
|
135 | (2) |
|
MATLAB (Code for Viewing Solution to Difference Equations; Handling Large Matrices) |
|
|
137 | (5) |
|
|
142 | (15) |
|
Optional (Modeling Motions of a Building) |
|
|
151 | (1) |
|
MATLAB (Code for Viewing Solutions of Differential Equations Using expm) |
|
|
152 | (5) |
|
|
157 | (48) |
|
|
157 | (9) |
|
Optional (Evaluating Models) |
|
|
162 | (2) |
|
|
164 | (2) |
|
|
166 | (14) |
|
Optional (Error in Solving Ax = b) |
|
|
173 | (3) |
|
MATLAB (Matrix Norms and Condition Numbers) |
|
|
176 | (4) |
|
|
180 | (11) |
|
Optional (Splitting Techniques) |
|
|
185 | (2) |
|
MATLAB (Code for Iterative Solutions) |
|
|
187 | (4) |
|
Inner Product Norms and Orthogonality |
|
|
191 | (14) |
|
Optional (Closest Matrix from Symmetric Matrices) |
|
|
200 | (1) |
|
MATLAB (Orth and the Projection Matrix) |
|
|
200 | (5) |
|
|
205 | (30) |
|
|
205 | (14) |
|
|
213 | (2) |
|
MATLAB (Code for Picture of Orthogonal Matrices in 2 x 2 Matrix Space) |
|
|
215 | (4) |
|
|
219 | (16) |
|
Optional (Motion in Principal Axes) |
|
|
228 | (3) |
|
|
231 | (4) |
|
Singular Value Decomposition |
|
|
235 | (30) |
|
Singular Value Decomposition Theorem |
|
|
236 | (16) |
|
Optional (Physical Problems involving Least-Squares Solutions) |
|
|
245 | (3) |
|
MATLAB (Least-Squares Solutions to Ax = b) |
|
|
248 | (4) |
|
Applications of the SVD Theorem |
|
|
252 | (13) |
|
MATLAB (pinv, null, orth, and rank) |
|
|
260 | (5) |
|
|
265 | (26) |
|
|
265 | (10) |
|
Optional (Iterative Improvement in Solving Ax = b) |
|
|
272 | (1) |
|
MATLAB (lu, [ L, U] and [ L, U, F]) |
|
|
273 | (2) |
|
|
275 | (16) |
|
|
283 | (2) |
|
MATLAB (Ax = b, QR, Householder, and Givens) |
|
|
285 | (6) |
|
Properties of Eigenvalues and Eigenvectors |
|
|
291 | (18) |
|
Continuity of Eigenvalues and Eigenvectors |
|
|
291 | (8) |
|
Optional (Eigenvectors and Multiple Eigenvalues) |
|
|
297 | (2) |
|
Perturbation of Eigenvalues and Eigenvectors |
|
|
299 | (10) |
|
Optional (Pictures of Eigenvalue and Eigenvector Sensitivity) |
|
|
304 | (2) |
|
|
306 | (3) |
|
Hermitian and Positive Definite Matrices |
|
|
309 | (22) |
|
Positive Definite Matrices |
|
|
309 | (11) |
|
Optional (Solving the Motion of a Building Problem) |
|
|
315 | (3) |
|
MATLAB (Code for Computing P) |
|
|
318 | (2) |
|
Special Eigenvalue Results on Hermitian Matrices |
|
|
320 | (11) |
|
|
326 | (5) |
|
|
331 | (15) |
|
|
331 | (9) |
|
Optional (Drawing Pictures Using Projection Maps) |
|
|
337 | (3) |
|
Manifolds and Topological Sets |
|
|
340 | (6) |
|
Optional (Rank k Matrices) |
|
|
344 | (2) |
Appendix A: MATLAB |
|
346 | (4) |
Answers to Selected Exercises |
|
350 | (15) |
Bibliography |
|
365 | |