Math Problem Statement

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

Solution

To show that (a+b)x=ax+bx(a + b)x = ax + bx for all a,bFa, b \in F and xFnx \in F^n, we will proceed by using basic properties of vector spaces and scalar multiplication.

Given:

  • a,ba, b are scalars in a field FF.
  • xFnx \in F^n, meaning xx is an element of the nn-dimensional vector space over the field FF.
  • We want to prove that scalar multiplication distributes over vector addition: (a+b)x=ax+bx(a + b)x = ax + bx.

Proof:

  1. Let x=[x1x2xn]x = \begin{bmatrix} x_1 \\ x_2 \\ \vdots \\ x_n \end{bmatrix} where each xiFx_i \in F.

  2. By the definition of scalar multiplication in a vector space, for any scalar cFc \in F and vector x=[x1x2xn]x = \begin{bmatrix} x_1 \\ x_2 \\ \vdots \\ x_n \end{bmatrix}, we have: cx=[cx1cx2cxn].cx = \begin{bmatrix} c x_1 \\ c x_2 \\ \vdots \\ c x_n \end{bmatrix}.

  3. Now, consider the left-hand side of the equation (a+b)x(a + b)x: (a+b)x=[(a+b)x1(a+b)x2(a+b)xn].(a + b)x = \begin{bmatrix} (a + b)x_1 \\ (a + b)x_2 \\ \vdots \\ (a + b)x_n \end{bmatrix}.

  4. Using the distributive property of the field FF (since FF is a field, scalar multiplication distributes over addition in FF), we can distribute a+ba + b over each xix_i: (a+b)xi=axi+bxifor each i.(a + b)x_i = ax_i + bx_i \quad \text{for each} \ i. Therefore: (a+b)x=[ax1+bx1ax2+bx2axn+bxn].(a + b)x = \begin{bmatrix} ax_1 + bx_1 \\ ax_2 + bx_2 \\ \vdots \\ ax_n + bx_n \end{bmatrix}.

  5. Now consider the right-hand side ax+bxax + bx: ax=[ax1ax2axn],bx=[bx1bx2bxn].ax = \begin{bmatrix} ax_1 \\ ax_2 \\ \vdots \\ ax_n \end{bmatrix}, \quad bx = \begin{bmatrix} bx_1 \\ bx_2 \\ \vdots \\ bx_n \end{bmatrix}. Adding these two vectors component-wise gives: ax+bx=[ax1+bx1ax2+bx2axn+bxn].ax + bx = \begin{bmatrix} ax_1 + bx_1 \\ ax_2 + bx_2 \\ \vdots \\ ax_n + bx_n \end{bmatrix}.

  6. Since both the left-hand side (a+b)x(a + b)x and the right-hand side ax+bxax + bx yield the same vector, we conclude that: (a+b)x=ax+bx.(a + b)x = ax + bx.

Thus, we have proven that (a+b)x=ax+bx(a + b)x = ax + bx for all scalars a,bFa, b \in F and all vectors xFnx \in F^n.


Would you like more details on any step or have further questions?

Related Questions:

  1. What are the properties of vector spaces that allow such proofs?
  2. Can this result be generalized to infinite-dimensional vector spaces?
  3. How does scalar multiplication distribute over vector addition in non-commutative fields?
  4. What is the significance of scalar multiplication in linear transformations?
  5. How can this property be used to prove other linear algebra properties?

Tip:

Understanding the distributive property in vector spaces is crucial for working with linear transformations and matrix operations.

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Math Problem Analysis

Mathematical Concepts

Vector Spaces
Scalar Multiplication
Distributive Property

Formulas

(a + b)x = ax + bx

Theorems

Distributive Property in Vector Spaces
Properties of Scalar Multiplication

Suitable Grade Level

Undergraduate Mathematics (Linear Algebra)