Overview of Week 9
Math 308M, November 18, 2013
-
Reading Assignment:
- Read Section 4.1 for Wednesday Nov. 20
- Read Section 4.2 for Friday Nov 22
- Read Section 4.3 for Monday Nov 25
- Read Section 4.4 for Monday Nov 25
-
Homework Assignment:
- Due Nov 25
- Sec. 3.8: 3, 7, 11
- Sec. 3.9: 1, 12
- Sec. 4.1: 3, 4, 13, 19
- Sec. 4.2: 9, 14, 15, 17, 25, 26, 27, 28
- Due Dec 4
- Sec. 4.3: 3, 4, 14-17, 19, 25
- Sec. 4.4: 1, 3, 8, 9, 11, 14, 30
- Sec. 4.5: 4, 5, 6, 12, 14, 18, 21, 22, 28
- Section 3.7:
- linear tranformation
- the identity, dialations, and contractions
- the matrix of a linear tranformation
- the null space and range of a linear transformation
- rank and nullity
- the rank plus nullity theorem
- orthogonal linear transformations
- rotations and reflections
- Sections 3.8 and 3.9
- The least-squares optimization problem
- the least-squares residual vector
- the least-squares solution
- consistency of the least-squares problem
- the normal equations
- the gradient of the least-squares objective
- full rank
- rank deficient matrices
- existence and uniqueness criteria for least-squares problems
- Section 4.1 and 4.2
- Eigenvalues and eigenvectors
- Eigenvalues and eigenvectors for 2 by 2 matrices
- the relationship between eigenvalues and the singularity of A-aI
- determinants and eigenvalues
- the determinant of an n by n matrix
- Laplace's formulas for the determinant
-
Key Concepts:
- Section 3.7:
- the matrix of a linear tranformation
- orthogonal linear transformations
- Sections 3.8 and 3.9
- least-squares optimization
- Section 4.1 and 4.2
- the relationship between eigenvalues and the singularity of A-aI
- the relationship between nonsingularity, singularity, and the determinant
Skills to Master:
- computing and orthonormal spanning set and an orthonormal basis
- computing the matrix associated with a linear transformation
- computing a solution to a least-squares problem
- computing determinants
- computing eigenvalues and eigenvetors
Quiz:
Friday, November 22.
- The quiz will be devoted to linear least-squares problems as discussed in
Sections 3.8 and 3.9 of the text (and the notes posted on the class webpage).
The first questions concerns the vocabulary for these sections and the second
will be computational.