Math Problem Statement

Suppose 𝑣1 , … , 𝑣𝑚 is a list of vectors in 𝑉. For 𝑘 ∈ {1, … , 𝑚}, let 𝑤𝑘 = 𝑣1 + ⋯ + 𝑣𝑘 . Show that span(𝑣1 , … , 𝑣𝑚) = span(𝑤1 , … , 𝑤𝑚).

Solution

To show that span(v1,,vm)=span(w1,,wm)\text{span}(v_1, \dots, v_m) = \text{span}(w_1, \dots, w_m), we need to prove that each span is contained in the other:

Definitions:

  • Given vectors v1,,vmVv_1, \dots, v_m \in V, define wk=v1++vkw_k = v_1 + \dots + v_k for each k{1,,m}k \in \{1, \dots, m\}.
  • We aim to show that span(v1,,vm)span(w1,,wm)\text{span}(v_1, \dots, v_m) \subseteq \text{span}(w_1, \dots, w_m) and span(w1,,wm)span(v1,,vm)\text{span}(w_1, \dots, w_m) \subseteq \text{span}(v_1, \dots, v_m).

1. Show span(v1,,vm)span(w1,,wm)\text{span}(v_1, \dots, v_m) \subseteq \text{span}(w_1, \dots, w_m):

Take any vector in the span of v1,,vmv_1, \dots, v_m. A generic vector vv in this span can be written as: v=a1v1+a2v2++amvmv = a_1 v_1 + a_2 v_2 + \dots + a_m v_m We want to express this vector vv as a linear combination of w1,,wmw_1, \dots, w_m.

Observe the following: v1=w1v_1 = w_1 v2=w2w1v_2 = w_2 - w_1 v3=w3w2v_3 = w_3 - w_2 \vdots vm=wmwm1v_m = w_m - w_{m-1} Using these, we can express vv as: v=a1v1+a2v2++amvmv = a_1 v_1 + a_2 v_2 + \dots + a_m v_m v=a1w1+a2(w2w1)+a3(w3w2)++am(wmwm1)v = a_1 w_1 + a_2 (w_2 - w_1) + a_3 (w_3 - w_2) + \dots + a_m (w_m - w_{m-1}) v=(a1a2)w1+(a2a3)w2++(am1am)wm1+amwmv = (a_1 - a_2) w_1 + (a_2 - a_3) w_2 + \dots + (a_{m-1} - a_m) w_{m-1} + a_m w_m This shows that vv is a linear combination of w1,,wmw_1, \dots, w_m, proving that vspan(w1,,wm)v \in \text{span}(w_1, \dots, w_m).

Therefore, span(v1,,vm)span(w1,,wm)\text{span}(v_1, \dots, v_m) \subseteq \text{span}(w_1, \dots, w_m).

2. Show span(w1,,wm)span(v1,,vm)\text{span}(w_1, \dots, w_m) \subseteq \text{span}(v_1, \dots, v_m):

Now take any vector in the span of w1,,wmw_1, \dots, w_m. A generic vector ww in this span can be written as: w=b1w1+b2w2++bmwmw = b_1 w_1 + b_2 w_2 + \dots + b_m w_m We want to express this vector ww as a linear combination of v1,,vmv_1, \dots, v_m.

Substitute wk=v1+v2++vkw_k = v_1 + v_2 + \dots + v_k into the expression for ww: w=b1(v1)+b2(v1+v2)++bm(v1+v2++vm)w = b_1(v_1) + b_2(v_1 + v_2) + \dots + b_m(v_1 + v_2 + \dots + v_m) w=(b1+b2++bm)v1+(b2++bm)v2++bmvmw = (b_1 + b_2 + \dots + b_m)v_1 + (b_2 + \dots + b_m)v_2 + \dots + b_m v_m This shows that ww is a linear combination of v1,,vmv_1, \dots, v_m, proving that wspan(v1,,vm)w \in \text{span}(v_1, \dots, v_m).

Therefore, span(w1,,wm)span(v1,,vm)\text{span}(w_1, \dots, w_m) \subseteq \text{span}(v_1, \dots, v_m).

Conclusion:

Since span(v1,,vm)span(w1,,wm)\text{span}(v_1, \dots, v_m) \subseteq \text{span}(w_1, \dots, w_m) and span(w1,,wm)span(v1,,vm)\text{span}(w_1, \dots, w_m) \subseteq \text{span}(v_1, \dots, v_m), we conclude that: span(v1,,vm)=span(w1,,wm)\text{span}(v_1, \dots, v_m) = \text{span}(w_1, \dots, w_m)

Would you like more details or have any further questions?


Here are five related questions for further exploration:

  1. How can this result be used in the context of basis transformations?
  2. What is the relationship between the spans if the vectors v1,,vmv_1, \dots, v_m are linearly dependent?
  3. How does the span change if we modify the definition of wkw_k to wk=c1v1+c2v2++ckvkw_k = c_1v_1 + c_2v_2 + \dots + c_kv_k with arbitrary coefficients?
  4. What happens to the span equality if v1,,vmv_1, \dots, v_m are eigenvectors of a linear operator?
  5. How would this result apply to vectors in an infinite-dimensional vector space?

Tip: When manipulating spans, carefully consider how you can express each vector in one span as a linear combination of vectors in the other span to establish equality.

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Math Problem Analysis

Mathematical Concepts

Vector Spaces
Linear Span
Linear Independence

Formulas

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Theorems

Spanning Set Theorem

Suitable Grade Level

Advanced Undergraduate