Math Problem Statement

W = [a+b, 2a-b, -a-b, 4a+2b], a,b in R. how to find a matrix A such that w=col A

Solution

To find a matrix AA such that W=col AW = \text{col } A, meaning the span of the columns of AA is the set WW, we can proceed as follows:

  1. Identify the elements in WW: W={a+b,2ab,ab,4a+2b}W = \{a + b, 2a - b, -a - b, 4a + 2b\} where aa and bb are real numbers, so we need to express each element of WW as a linear combination of the variables aa and bb.

  2. Rewrite each element in terms of aa and bb:

    • w1=a+bw_1 = a + b
    • w2=2abw_2 = 2a - b
    • w3=abw_3 = -a - b
    • w4=4a+2bw_4 = 4a + 2b
  3. Express each element as a vector: Each vector can be written in terms of aa and bb, so we rewrite WW as: W=a[1214]+b[1112]W = a \begin{bmatrix} 1 \\ 2 \\ -1 \\ 4 \end{bmatrix} + b \begin{bmatrix} 1 \\ -1 \\ -1 \\ 2 \end{bmatrix} This shows that the vectors [1214]\begin{bmatrix} 1 \\ 2 \\ -1 \\ 4 \end{bmatrix} and [1112]\begin{bmatrix} 1 \\ -1 \\ -1 \\ 2 \end{bmatrix} span WW.

  4. Form the matrix AA: Place the spanning vectors as columns in the matrix AA: A=[11211142]A = \begin{bmatrix} 1 & 1 \\ 2 & -1 \\ -1 & -1 \\ 4 & 2 \end{bmatrix}

Thus, the matrix AA that satisfies W=col AW = \text{col } A is: A=[11211142]A = \begin{bmatrix} 1 & 1 \\ 2 & -1 \\ -1 & -1 \\ 4 & 2 \end{bmatrix}

Let me know if you'd like more details on this process or have further questions!


Here are five related questions to consider:

  1. How can we determine if the columns of AA are linearly independent?
  2. What does the column space of AA represent geometrically in R4\mathbb{R}^4?
  3. How do we verify if WW spans R4\mathbb{R}^4 or a subspace of it?
  4. How would this process change if WW contained three variables instead of two?
  5. How can we find the rank of AA and what does it tell us about the space WW?

Tip: When expressing vectors as column spaces, always check if they form a basis by confirming they are linearly independent.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Matrix Theory
Vector Spaces

Formulas

Linear combination of vectors
Column space of a matrix

Theorems

Span of vectors
Column space of a matrix

Suitable Grade Level

Grades 11-12