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 for all and , we will proceed by using basic properties of vector spaces and scalar multiplication.
Given:
- are scalars in a field .
- , meaning is an element of the -dimensional vector space over the field .
- We want to prove that scalar multiplication distributes over vector addition: .
Proof:
-
Let where each .
-
By the definition of scalar multiplication in a vector space, for any scalar and vector , we have:
-
Now, consider the left-hand side of the equation :
-
Using the distributive property of the field (since is a field, scalar multiplication distributes over addition in ), we can distribute over each : Therefore:
-
Now consider the right-hand side : Adding these two vectors component-wise gives:
-
Since both the left-hand side and the right-hand side yield the same vector, we conclude that:
Thus, we have proven that for all scalars and all vectors .
Would you like more details on any step or have further questions?
Related Questions:
- What are the properties of vector spaces that allow such proofs?
- Can this result be generalized to infinite-dimensional vector spaces?
- How does scalar multiplication distribute over vector addition in non-commutative fields?
- What is the significance of scalar multiplication in linear transformations?
- 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)
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