Math Problem Statement
solve this
Solution
The goal of this exercise is to show that:
for all and for all .
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 are scalars in a field and is a vector in .
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Consider as a vector in :
Let where each . -
Define scalar multiplication of with :
By the definition of scalar multiplication in , we have:
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Distribute in each component:
Using the distributive property of the field , we can write:
Therefore:
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Rewrite the vector sum:
Now, observe that the right-hand side can be expressed as the sum of two vectors:
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Express in terms of scalar multiplication:
This is the same as:
Thus, we have shown that:
Conclusion
This proof verifies the distributive property of scalar multiplication over vector addition in a vector space.
Related Questions
- What is the definition of scalar multiplication in a vector space?
- How can you prove the distributive property in general for fields other than ?
- How does the distributive property extend to more than two scalars?
- What are some examples of vector spaces where this property holds?
- What role does the field 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