Math Problem Statement

what are the correct answers/options to this question

Let B = [[1, 2], [0, 3]], and let T: R^2 → R^2 be a linear transformation given by T(x) = Bx. Then T([1, 3]) is (choose all that applies): - a linear combination of the columns of B - a vector in R^2 - B[1, 3] - [7, 9]

Solution

Given that B=[1203]B = \begin{bmatrix} 1 & 2 \\ 0 & 3 \end{bmatrix} and the vector x=[13]\vec{x} = \begin{bmatrix} 1 \\ 3 \end{bmatrix}, the linear transformation T(x)=BxT(\vec{x}) = B \vec{x} results in:

T([13])=[79]T\left(\begin{bmatrix} 1 \\ 3 \end{bmatrix}\right) = \begin{bmatrix} 7 \\ 9 \end{bmatrix}

Now, let’s review the options:

  • a linear combination of the columns of BB: Correct, because T(x)T(\vec{x}) is essentially the linear combination of the columns of BB with the entries of x\vec{x} as weights.
  • a vector in R2\mathbb{R}^2: Correct, since T(x)=[79]T(\vec{x}) = \begin{bmatrix} 7 \\ 9 \end{bmatrix} is a vector in R2\mathbb{R}^2.
  • B[13]B \begin{bmatrix} 1 \\ 3 \end{bmatrix}: Correct, this represents the same transformation as T(x)T(\vec{x}), which equals [79]\begin{bmatrix} 7 \\ 9 \end{bmatrix}.
  • [79]\begin{bmatrix} 7 \\ 9 \end{bmatrix}: Correct, as this is the resulting vector from the transformation.

Thus, the correct answers are all of the options.

Would you like further explanation on any specific part?


Here are 5 related questions:

  1. What is the definition of a linear transformation?
  2. How do you compute a matrix-vector product?
  3. What does it mean for a vector to be a linear combination of columns of a matrix?
  4. How can we confirm that [79]\begin{bmatrix} 7 \\ 9 \end{bmatrix} is indeed in R2\mathbb{R}^2?
  5. How do the properties of matrix multiplication apply to linear transformations?

Tip: When dealing with linear transformations, always visualize them as transformations in space, altering the magnitude and direction of vectors in a consistent way.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Linear Transformations
Matrix Multiplication

Formulas

Matrix-vector product T(x) = Bx

Theorems

Properties of Linear Transformations

Suitable Grade Level

College Level / Advanced High School