Math Problem Statement
Solution
Let's analyze the problem and determine whether the transformation , defined by:
is linear or not.
Conditions for Linearity
A transformation is linear if it satisfies the following two properties:
- Additivity:
- Homogeneity (Scaling): for any scalar .
Step 1: Test Zero Vector
First, we must check what equals. If is linear, then:
Substitute and into the transformation:
Since , this shows that is not linear, because a linear transformation must map the zero vector to the zero vector.
Conclusion
The transformation is not linear because it does not satisfy the condition .
Would you like more details or have any questions on this? Here are some related questions to expand on this topic:
- What are some examples of linear transformations?
- Can a transformation be non-linear if it satisfies additivity but not homogeneity?
- How does the concept of linearity apply to higher-dimensional transformations?
- What is the importance of the zero vector in determining linearity?
- Can a non-linear transformation be approximated by a linear one under certain conditions?
Tip: Always check the behavior of the zero vector when verifying if a transformation is linear!
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Math Problem Analysis
Mathematical Concepts
Linear Transformations
Additivity
Homogeneity
Algebra
Formulas
T(cu + dv) = cT(u) + dT(v)
T(0) = 0
Theorems
Test of Linearity: Additivity and Homogeneity
Suitable Grade Level
Undergraduate Math
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