Math Problem Statement

Let A = [[1, 0, -2], [0, 3, -4], [-2, 6, 4]] and b = [5, -6]. Denote the columns of A by a_1, a_2, a_3, and let W = Span{a_1, a_2, a_3}. a) Is b in {a_1, a_2, a_3}? How many vectors are in {a_1, a_2, a_3}? b) Is b in W? How many vectors are in W? c) Show that a_2 is in W.

Solution

In this exercise, we are given a matrix AA and a vector bb, with the matrix AA having three column vectors a1,a2,a3\mathbf{a}_1, \mathbf{a}_2, \mathbf{a}_3, and W=Span{a1,a2,a3}W = \text{Span} \{ \mathbf{a}_1, \mathbf{a}_2, \mathbf{a}_3 \}. Let's break down each part of the question.

  1. Is ( \mathbf{b} \in {\mathbf{a}_1, \mathbf{a}_2, \mathbf{a}_3}? How many vectors are in this set?

    • The set {a1,a2,a3}\{\mathbf{a}_1, \mathbf{a}_2, \mathbf{a}_3\} consists of exactly three vectors. Therefore, the number of vectors in the set is 3.
  2. Is bW\mathbf{b} \in W? How many vectors are in WW?

    • WW is the span of {a1,a2,a3}\{\mathbf{a}_1, \mathbf{a}_2, \mathbf{a}_3\}, meaning it consists of all linear combinations of the vectors a1,a2,a3\mathbf{a}_1, \mathbf{a}_2, \mathbf{a}_3. The vector b\mathbf{b} can be expressed as a linear combination of a1,a2,a3\mathbf{a}_1, \mathbf{a}_2, \mathbf{a}_3 as follows: b=(4)a1+(1)a2+(2)a3\mathbf{b} = (-4)\mathbf{a}_1 + (-1)\mathbf{a}_2 + (-2)\mathbf{a}_3 Hence, bW\mathbf{b} \in W, and there are infinitely many vectors in WW because the span of three independent vectors is a subspace with infinitely many vectors.
  3. Show that a2\mathbf{a}_2 is in WW.

    • The vector a2\mathbf{a}_2 is one of the generators of WW, meaning it is already part of the set that spans WW. Therefore, a2W\mathbf{a}_2 \in W because W=Span{a1,a2,a3}W = \text{Span} \{\mathbf{a}_1, \mathbf{a}_2, \mathbf{a}_3\}, and any vector in the set of generators automatically belongs to WW.

Let me know if you'd like further clarification on any of these points!

Related Questions:

  1. What does it mean for a set of vectors to span a space?
  2. How can you determine if a vector is in the span of other vectors?
  3. What is the geometric interpretation of the span of vectors?
  4. How can we verify linear independence of vectors in a span?
  5. How do row operations help in determining whether a vector is in the span of other vectors?

Tip: When dealing with subspaces like spans, it's useful to remember that any vector in a subspace can be written as a linear combination of the generators (basis vectors) of that subspace.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Matrix Operations
Vector Spaces
Span

Formulas

Linear combination of vectors: c1 * a1 + c2 * a2 + c3 * a3

Theorems

Span of vectors
Linear independence of vectors

Suitable Grade Level

College-level Linear Algebra