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 TT is said to be linear if and only if it satisfies the following property:

T(αx+βy)=αT(x)+βT(y)T(\alpha x + \beta y) = \alpha T(x) + \beta T(y) where α,βR\alpha, \beta \in \mathbb{R} (real numbers), and x,yx, y are vectors in the domain of TT.

This property is known as the linearity condition and consists of two parts:

  1. Additivity: T(x+y)=T(x)+T(y)T(x + y) = T(x) + T(y)
  2. Homogeneity (or scalar multiplication): T(αx)=αT(x)T(\alpha x) = \alpha T(x)

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:

  1. What is the difference between a linear and non-linear transformation?
  2. How does the concept of linearity apply to matrix transformations?
  3. Can a linear transformation be both one-to-one and onto?
  4. How do linear transformations relate to vector spaces?
  5. 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.

Ask a new question for Free

By Image

Drop file here or Click Here to upload

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)