Linear Algebra--Review for Exam 2
(Math 3191, Section 002, Fall 2005)
The exam will cover the material in the following sections:
2.3,3.1,3.2,4.1-4.8.
In the following review, the material for the course is broken down
into three levels: "C"-level, "B"-level, and "A"-level. Roughly, 70%
of the points on the test will be based on the "C"-level material, 20%
from the "B" level material, and 10% from the "A"-level
"C"-level material
(This section will make up 70% of the points on the exam).
Fundamental Skills and Concepts
- Calculate the determinant of a 2 by 2 matrix
- Invert a 2 by 2 matrix
- The invertible matrix theorem. Possible questions:
- True/False
- Write a statement that is equivalent to A being invertible
which involves each of the following concepts:
- linear transformations
- pivot positions
- Solutions to Ax=b.
- etc.
- Calculate the determinant by cofactor expansion. (Make
sure you get the sign right for cofactors).
- Relationship between determinant and invertibility.
- Calculate the determinant of a triangular matrix.
- Determine whether a set is a subspace of a vector space.
- Determine a basis for the null or column space of a given
matrix.
- Determine when a set of vectors forms a basis.
- Given the coordinates of a vector relative to a given basis in
R^n, determine what that vector is.
- Determine the coordinates of a vector in R^n relative to a given
basis.
- Determine the rank of a matrix.
- Given the rank of an m x n matrix, determine the dimensions of
the null space, the row space, the column space and the null space of
A^T (using the rank theorem).
- Determine whether or not a given vector is in the null space of a
given matrix.
- Relationship between null space and 1-1.
- Relationship between column space and onto.
"B"-level material
(This section will make up roughly 20% of the points on the exam).
The following is a summary of the types of things you should be
able to do (in addition to the "C"-level material) to get a B on the
exam:
Key skills and concepts
- Calculate the determinant of a matrix by row reduction.
- Know what effect each of the elementary row operations has
on the determinant.
- Calculate the determinant of the product of two square matrices
(given the determinant of each of the matrices).
- Determine the kernel and range of a linear transformation.
- Express a subspace as the span of a given set of vectors.
- Construct a basis from a spanning set by discarding unneeded
vectors.
- Construct a basis from a linearly independent set of vectors by
adding vectors.
- Determine the change of coordinates matrix from a given basis to
the
standard basis.
- Find the dimension of a given vector space.
- Prove that a certain vector space property is or isn't satisfied
for a given set and specified operators.
- Determine when a set of vectors in a vector space is linearly
independent (by using coordinate vectors).
- Determine when a set of vectors in a vector space spans the space
(also using coordinate vectors).
"A"-level material
(This section covers at most 10% of the points on the exam).
The "A"-level material covers ALL the material assigned in
the study guides. Additionally, you must be able to demonstrate a
superior
understanding of the theoretical material. For example, you
should be able to do the following:
- Prove that a certain set along with corresponding operators is
(or isn't) a vector space.
- Prove certain properties of vector spaces, using only axioms of
vector spaces.
- Given the coordinates of a vector relative to a basis, determine
the coordinates of the vector relative to a different basis.
- Determine the change of coordinates matrix from a given basis to
another (nonstandard) basis.
- Thoroughly understand the Invertible Matrix Theorem, including
any additions to it covered in Chapters 3 and 4.
- Determine the coordinates of a vector in a general vector space
relative to a given basis.
- Do any of the "A"-level problems assigned in the study guides.