Linear algebra - basis multiple choice questions

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Homework Help Overview

The discussion revolves around multiple choice questions related to linear transformations and vector spaces in linear algebra. Participants are examining properties of transformations, kernel and range concepts, and the implications of specific statements regarding linearity and dimensionality.

Discussion Character

  • Exploratory, Conceptual clarification, Assumption checking

Approaches and Questions Raised

  • Participants are attempting to identify incorrect options in multiple choice questions regarding linear transformations and their properties. Questions are raised about the implications of spanning sets and the relationship between kernel and rank.

Discussion Status

Some participants have provided answers to the questions, while others are questioning the correctness of those answers. There is an exploration of examples to clarify concepts, and some guidance is offered on how to approach the problems by testing specific cases.

Contextual Notes

Participants are working within the constraints of homework rules, which may limit the information they can share or the methods they can use to arrive at answers. There is an ongoing discussion about the validity of certain statements and the definitions involved in linear transformations.

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Homework Statement


1. Which of the following is not a linear transformation from 3 to 3?
a. T(x, y, z) = (x, 2y, 3x - y)
b. T(x, y, z) = (x - y, 0, y - z)
c. T(x, y, z) = (0, 0, 0)
d. T(x, y, z) = (1, x, z)
e. T(x, y, z) = (2x, 2y, 5z)

2. Which of the following statements is not true?
a. If A is any n × m matrix, then the transformation T: defined by T(x) = Ax is always a linear transformation.
b. If T: U → V is any linear transformation from U to V then T(xy) = T(x)T(y) for all vectors x and y in U.
c. If T: U → V is any linear transformation from U to V then T(-x) = -T(x) for all vectors x in U.
d. If T: U → V is any linear transformation from U to V then T(0) = 0 in V for 0 in U.
e. If T: U → V is any linear transformation from U to V then T(2x) = 2T(x) for all vectors x in U.

3. If T: U → V is any linear transformation from U to V then
a. the kernel of T is a subspace of U
b. the kernel of T is a subspace of V
c. the range of T is a subspace of U
d. V is always the range of T
e. V is the range of T if, and only if, ket T = {0}

4. If T: U → V is any linear transformation from U to V and B = {u 1, u 2, ..., u n} is a basis for U, then set T(B) = {T(u 1), T(u 2), ... T(u n)}
a. spans V
b. spans U
c. is a basis for V
d. is linearly independent
e. spans the range of T

5. P 3 is a vector space of polynomials in x of degree three or less and Dx(p(x)) = the derivative of p(x) is a transformation from P 3 to P 2.
a. the nullity of Dx is two.
b. The polynomial 2x + 1 is in the kernel of Dx.
c. The polynomial 2x + 1 is in the range of Dx.
d. The kernel of Dx is all those polynomials in P 3 with zero constant term.
e. The rank of Dx is three.

6.Let Ax = b be the matrix representation of a system of equations. The system has a solution if, and only if, b is in the row space of the matrix A.
a. True
b. False

7.If A is an n × n matrix, then the rank of A equals the number of linearly independent row vectors in A.
a. True
b. False

Homework Equations



The Attempt at a Solution


1. d
2. b
3. a
4. a
5. d
6. b
7. a
 
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4 and 5 are wrong
 
How do you figure out the right answer??
4. if it doesn;t span U then does it span V?
5. is the answer b? because i don't see how it can be anything else then.
 
Play with examples. For #4, use U=the plane, V=the plane, and B={i,j} (the standard basis). Can you give an example of T that isn't one-to-one? Now test each of the five responses with this T. I bet you can rule out four of them.

For #5, write down an actual cubic, and then find Dx of your cubic. Try another one. Pretty soon, you'll find that one of the five responses is obviously correct (and hopefully the other four are therefore wrong).
 
i finally got b for 4 and e for 5
for 4, b completes the theorum in one of my textbooks.
for 5, i solved the nullity of Dx as 0, thus the rank has to be 3? is that correct?
 

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