Linear algebra - basis multiple choice questions

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The discussion revolves around multiple-choice questions related to linear algebra concepts, specifically linear transformations and properties of vector spaces. Participants analyze various transformations to determine which are linear and discuss the implications of kernel and range in relation to subspaces. The correctness of answers for specific questions is debated, with participants sharing their reasoning and examples to clarify concepts. Key points include the identification of linear transformations, the relationship between the kernel and range, and the definitions of rank and nullity. Overall, the conversation emphasizes understanding the foundational principles of linear algebra through problem-solving.
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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?
 
Question: A clock's minute hand has length 4 and its hour hand has length 3. What is the distance between the tips at the moment when it is increasing most rapidly?(Putnam Exam Question) Answer: Making assumption that both the hands moves at constant angular velocities, the answer is ## \sqrt{7} .## But don't you think this assumption is somewhat doubtful and wrong?

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