Math Problem Statement

1.32 Let X1, X2, and X3 be elements of a vector space and let Y1 = X1 + X2 and Y2 = X3. Then the span of Y1 and Y2 is contained in, but not equal to, the span of X1, X2, and X3.

Solution

This statement involves vectors X1,X2,X3X_1, X_2, X_3 in a vector space and examines the relationship between the spans of sets of these vectors.

Step-by-step analysis:

  1. Span Definitions:

    • The span of a set of vectors is the set of all possible linear combinations of those vectors. Span(X1,X2,X3)={a1X1+a2X2+a3X3a1,a2,a3R}\text{Span}(X_1, X_2, X_3) = \{ a_1 X_1 + a_2 X_2 + a_3 X_3 \mid a_1, a_2, a_3 \in \mathbb{R} \} Span(Y1,Y2)={b1Y1+b2Y2b1,b2R}\text{Span}(Y_1, Y_2) = \{ b_1 Y_1 + b_2 Y_2 \mid b_1, b_2 \in \mathbb{R} \}
    • In this problem, we are given that: Y1=X1+X2andY2=X3Y_1 = X_1 + X_2 \quad \text{and} \quad Y_2 = X_3
  2. Relationship between the spans:

    • First, we know that: Span(Y1,Y2)=Span(X1+X2,X3)\text{Span}(Y_1, Y_2) = \text{Span}(X_1 + X_2, X_3) Since X1+X2X_1 + X_2 and X3X_3 are elements of the span of X1,X2,X3X_1, X_2, X_3, it follows that: Span(Y1,Y2)Span(X1,X2,X3)\text{Span}(Y_1, Y_2) \subseteq \text{Span}(X_1, X_2, X_3)
    • The span of Y1Y_1 and Y2Y_2 is therefore contained within the span of X1,X2,X3X_1, X_2, X_3 because every linear combination of Y1Y_1 and Y2Y_2 is a linear combination of X1,X2,X3X_1, X_2, X_3.
  3. Containment but not equality:

    • To determine if the spans are equal, let's consider the dimensionality:

      • The span of X1,X2,X3X_1, X_2, X_3 will have at most dimension 3 (if X1,X2,X3X_1, X_2, X_3 are linearly independent).
      • The span of Y1=X1+X2Y_1 = X_1 + X_2 and Y2=X3Y_2 = X_3 is at most 2-dimensional (since we are working with two vectors).
    • In general, since Y1Y_1 is a linear combination of X1X_1 and X2X_2, and Y2Y_2 is just X3X_3, the set {Y1,Y2}\{ Y_1, Y_2 \} can generate only a subset of the span of {X1,X2,X3}\{ X_1, X_2, X_3 \}. The dimension of the span of {Y1,Y2}\{ Y_1, Y_2 \} will typically be 2 (if they are linearly independent), while the dimension of the span of {X1,X2,X3}\{ X_1, X_2, X_3 \} can be up to 3.

    • Therefore, the span of {Y1,Y2}\{ Y_1, Y_2 \} is contained in the span of {X1,X2,X3}\{ X_1, X_2, X_3 \}, but it is not equal to it, unless X1,X2X_1, X_2, and X3X_3 satisfy special conditions (such as linear dependence).

Conclusion:

The span of {Y1,Y2}\{ Y_1, Y_2 \} is indeed contained within the span of {X1,X2,X3}\{ X_1, X_2, X_3 \}, but not equal to it in general. The reasoning lies in the fact that Y1Y_1 is a combination of two vectors, reducing the dimensionality of its span compared to the full span of three vectors.

Would you like further details on how the dimension of spans is determined, or do you have any other questions?


Here are some related questions for deeper exploration:

  1. What conditions must X1,X2,X3X_1, X_2, X_3 satisfy for the spans of Y1,Y2Y_1, Y_2 and X1,X2,X3X_1, X_2, X_3 to be equal?
  2. How does the concept of linear independence affect the dimensionality of the span?
  3. What happens to the span when X1,X2,X3X_1, X_2, X_3 are linearly dependent?
  4. Can we generalize this result to higher dimensions and more vectors?
  5. How do changes in the definition of Y1Y_1 and Y2Y_2 (e.g., adding scalar multiples) affect the span?

Tip: Always check the linear dependence or independence of vectors before determining the dimensionality of their span.

Ask a new question for Free

By Image

Drop file here or Click Here to upload

Math Problem Analysis

Mathematical Concepts

Linear Algebra
Vector Spaces
Linear Combinations
Spans

Formulas

Span(X1, X2, X3) = {a1 * X1 + a2 * X2 + a3 * X3 | a1, a2, a3 ∈ ℝ}
Span(Y1, Y2) = {b1 * Y1 + b2 * Y2 | b1, b2 ∈ ℝ}
Y1 = X1 + X2
Y2 = X3

Theorems

Span Containment
Dimensionality of Spans
Linear Independence

Suitable Grade Level

Undergraduate (Linear Algebra Course)