Math Problem Statement

What is dim range T = 1 in linear algebra

Solution

In linear algebra, the dimension of the range (or image) of a linear transformation TT, denoted as dim(range(T))\dim(\text{range}(T)), refers to the number of linearly independent vectors in the range of TT. This is also called the rank of the transformation TT, which represents the number of distinct directions in the vector space that the transformation covers.

When you are given that dim(range(T))=1\dim(\text{range}(T)) = 1, this means that the range (or image) of the transformation TT is one-dimensional. In other words, the transformation maps all vectors to a subspace spanned by a single vector. All the output vectors are scalar multiples of that single vector, which indicates that the transformation essentially "collapses" the original space into a line.

This condition implies:

  • The rank of TT is 1.
  • The image of TT is a line through the origin in the codomain.
  • TT maps all input vectors to this one-dimensional subspace.

For example, if T:RnRmT: \mathbb{R}^n \to \mathbb{R}^m, then all vectors in Rm\mathbb{R}^m will lie along a single direction, and the transformation reduces the dimensionality of the space significantly.

Would you like to explore any details further?

Here are five related questions:

  1. What is the nullity of a linear transformation, and how does it relate to the rank?
  2. How is the Rank-Nullity Theorem used in this context?
  3. Can a linear transformation with dim(range(T))=1\dim(\text{range}(T)) = 1 still be injective or surjective?
  4. What is the geometric interpretation of a linear transformation with rank 1?
  5. How do you find the range of a matrix representing a linear transformation?

Tip: The Rank-Nullity Theorem states that the sum of the rank and the nullity of a linear transformation equals the dimension of the domain.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Linear Transformations
Rank of a Matrix
Dimension of Range

Formulas

dim(range(T)) = Rank(T)

Theorems

Rank-Nullity Theorem

Suitable Grade Level

Undergraduate Level