[Linear Algebra] 5. (a) Construct a matrix B whose null space consists of all linear combinations of vectors (2, 0, 7, 1) and (3, 1, −4, 0). (b) Express matrix B as a sum of two rank one matrices.
Question
[Linear Algebra] 5. (a) Construct a matrix B whose null space consists of all linear combinations of vectors (2, 0, 7, 1) and (3, 1, −4, 0). (b) Express matrix B as a sum of two rank one matrices.
Solution
Sure, let's solve this step by step.
(a) The null space of a matrix B consists of all vectors x such that Bx = 0. If the null space of B is the set of all linear combinations of the vectors (2, 0, 7, 1) and (3, 1, -4, 0), then we can form a matrix A whose rows are these vectors:
A = [(2, 0, 7, 1), (3, 1, -4, 0)]
We can then take the null space of A to be the row space of B. To find B, we need to find a basis for the null space of A. This can be done by performing Gaussian elimination on A to bring it to row echelon form, and then reading off the basis for the null space.
After performing Gaussian elimination, we get:
A = [(1, 0, 7/2, 1/2), (0, 1, -7, -3/2)]
The null space of A is then the set of all vectors (x1, x2, x3, x4) such that x1 + 7/2x3 + 1/2x4 = 0 and x2 - 7x3 - 3/2x4 = 0. Solving these equations for x1 and x2 gives:
x1 = -7/2x3 - 1/2x4 x2 = 7x3 + 3/2x4
So the null space of A is the set of all vectors of the form (-7/2x3 - 1/2x4, 7x3 + 3/2x4, x3, x4). This is the row space of B, so we can take B to be the matrix:
B = [(-7/2, 7, 1, 0), (-1/2, 3/2, 0, 1)]
(b) A rank one matrix is a matrix that can be written as the outer product of two vectors. Since B has rank 2, it can be written as the sum of two rank one matrices. We can take these to be the outer products of the rows of B with the standard basis vectors. This gives:
B = [(-7/2, 7, 1, 0), (-1/2, 3/2, 0, 1)]
= [(-7/2, 7, 1, 0)]' * [1, 0] + [(-1/2, 3/2, 0, 1)]' * [0, 1]
= [(-7/2, 7, 1, 0), (0, 0, 0, 0)]
- [(0, 0, 0, 0), (-1/2, 3/2, 0, 1)]
So B can be expressed as the sum of the rank one matrices [(-7/2, 7, 1, 0)]' * [1, 0] and [(-1/2, 3/2, 0, 1)]' * [0, 1].
Similar Questions
Use the fact that matrices A and B are row-equivalent.A = −2 −5 8 0 −17 1 3 −5 1 5−5 −9 13 7 −671 7 −13 5 −3B = 1 0 1 0 1 0 1 −2 0 30 0 0 1 −50 0 0 0 0(a) Find the rank and nullity of A.rank nullity (b) Find a basis for the nullspace of A. (c) Find a basis for the row space of A. (d) Find a basis for the column space of A.
9. The nullity of a 3 × 5 matrix(a) is three(b) can be any number from zero to two(c) can be any number from zero to three(d) can be any number from two to five
Are there two 3 by 3 matrices A and B, both of rank 2,such that AB is the zero matrix? Explain your answer.1
Let A be a 3 x 5 matrix. If dim(null(A))=2, then the dimension of the column space of A isSelect one:a. 3b. 1c. 2d. None of the other choices is correct
Matrix A and B are given below:A =1 −3 4 −1 9−2 6 −6 −1 −10−3 9 −6 −6 −33 −9 4 9 0 and B =1 −3 0 5 −70 0 2 −3 80 0 0 0 50 0 0 0 0Assume that the matrix A is row equivalent to B. Find(a) (3 pts) rank A.
Upgrade your grade with Knowee
Get personalized homework help. Review tough concepts in more detail, or go deeper into your topic by exploring other relevant questions.