Math Problem Statement
A transformation is said to be linear if and only if Group of answer choices
T is one-one
T(αx+βy)=αT(x)+βT(y),α,β∈R
T is onto
n=m
Solution
A transformation is said to be linear if and only if it satisfies the following property:
where (real numbers), and are vectors in the domain of .
This property is known as the linearity condition and consists of two parts:
- Additivity:
- Homogeneity (or scalar multiplication):
Therefore, the correct answer is:
- T(αx+βy) = αT(x) + βT(y), α,β ∈ R
Would you like more details or have any questions?
Here are five questions related to this:
- What is the difference between a linear and non-linear transformation?
- How does the concept of linearity apply to matrix transformations?
- Can a linear transformation be both one-to-one and onto?
- How do linear transformations relate to vector spaces?
- What is the geometric interpretation of a linear transformation in 2D or 3D space?
Tip: When checking for linearity, always test for both additivity and homogeneity.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Linear Transformations
Formulas
T(αx + βy) = αT(x) + βT(y)
Theorems
Linearity Condition (Additivity and Homogeneity)
Suitable Grade Level
Undergraduate (Linear Algebra)
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