Math Problem Statement

solve this

Show that (a + b)x = ax + bx for all a, b ∈ F and all x ∈ F^n.

Solution

The goal of this exercise is to show that:

(a+b)x=ax+bx(a + b)x = ax + bx

for all a,bFa, b \in \mathbb{F} and for all xFnx \in \mathbb{F}^n.

This is an expression that demonstrates the distributive property of scalar multiplication over vector addition in a vector space.


Proof

We will prove this step-by-step, assuming a,ba, b are scalars in a field F\mathbb{F} and xx is a vector in Fn\mathbb{F}^n.

  1. Consider xx as a vector in Fn\mathbb{F}^n:
    Let x=(x1,x2,,xn)x = (x_1, x_2, \ldots, x_n) where each xiFx_i \in \mathbb{F}.

  2. Define scalar multiplication of (a+b)(a + b) with xx:
    By the definition of scalar multiplication in Fn\mathbb{F}^n, we have:
    (a+b)x=((a+b)x1,(a+b)x2,,(a+b)xn).(a + b)x = ((a + b)x_1, (a + b)x_2, \ldots, (a + b)x_n).

  3. Distribute (a+b)(a + b) in each component:
    Using the distributive property of the field F\mathbb{F}, we can write:
    (a+b)xi=axi+bxifor each i=1,2,,n.(a + b)x_i = ax_i + bx_i \quad \text{for each } i = 1, 2, \ldots, n.

    Therefore:
    (a+b)x=(ax1+bx1,ax2+bx2,,axn+bxn).(a + b)x = (ax_1 + bx_1, ax_2 + bx_2, \ldots, ax_n + bx_n).

  4. Rewrite the vector sum:
    Now, observe that the right-hand side can be expressed as the sum of two vectors:
    (ax1+bx1,ax2+bx2,,axn+bxn)=(ax1,ax2,,axn)+(bx1,bx2,,bxn).(ax_1 + bx_1, ax_2 + bx_2, \ldots, ax_n + bx_n) = (ax_1, ax_2, \ldots, ax_n) + (bx_1, bx_2, \ldots, bx_n).

  5. Express in terms of scalar multiplication:
    This is the same as:
    ax+bx.ax + bx.

Thus, we have shown that:

(a+b)x=ax+bx.(a + b)x = ax + bx.


Conclusion

This proof verifies the distributive property of scalar multiplication over vector addition in a vector space.


Related Questions

  1. What is the definition of scalar multiplication in a vector space?
  2. How can you prove the distributive property in general for fields other than R\mathbb{R}?
  3. How does the distributive property extend to more than two scalars?
  4. What are some examples of vector spaces where this property holds?
  5. What role does the field F\mathbb{F} play in defining vector spaces?

Tip: The distributive property is a fundamental concept in linear algebra and ensures the compatibility of scalar multiplication with vector addition.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Vector Spaces
Distributive Property

Formulas

(a + b)x = ax + bx

Theorems

Distributive Property of Scalar Multiplication

Suitable Grade Level

Undergraduate Level