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讲解 Linear Algebra - Fall 2023 Exam 2讲解 留学生Matlab编程

Linear Algebra - Fall 2023

Exam 2

1. (a) Find a basis in ker(A), where

(b) Find a basis in Im(A), where

2. Let A be the matrix

(a) Find the rank and nullity of this matrix.

(b) Find a matrix C whose image is the kernel of the linear transformation whose matrix is A.

3. Let P2 = {a + bx + cx2|a, b, c 2 R} be the vector space of two polynomial functions of degree less or equal to two. Consider the map T : P2 ! P2 given by

T(f) = f + f' + f''

where f' represents the derivative of the polynomial f.

(a) Verify, using the definition (or otherwise) that T is a linear transformation.

(b) Find the matrix A of the linear transformation T with respect to the basis U = (1, x, x2).

PART II of 3.

(c) Find the change of basis matrix S from B to U, where B is the basis B = (1,(x + 1),(x + 1)2) (you don’t have to verify here that B is a basis).

(d) Using any method, find the matrix B of the linear transformation T with respect to the basis B.

4. Find an orthonormal basis in the subspace V of R4, where

5. Let v1, v2 2 R4 be the vectors

(a) Check that (v1, v2) is an orthonormal basis in V = Span{v1, v2}.

(b) Find the projection projV (w) of the vector w = onto V .

PART II of 5.

(c) What are the coordinates of the vector z = projV (w) with respect to the basis (v1, v2)?

(d) Determine the matrix of the linear transformation T(x) = projV (x).

6. A 4 x 3 matrix has rank 2. Answer the following:

(a) What is the nullity of this matrix?

(b) Are the columns of A linearly independent?

(c) If the system Ax = b is consistent, how many free variables does it have, if any?

(d) What is dim(ker(A)) and dim(Im(A))?

BONUS A+

Let A be a 2 x 3 matrix and B be a 3 ⇥ 2 matrix, such that AB = I2, the 2 ⇥ 2 identity matrix. Consider the linear transformation T : R3 ! R3 defined by

T(x) = BAx

Show that T is a projection onto a plane V and describe V in terms of A and B.





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