Math Problem Statement

If the columns of matrix A are linearly independent, then the only solution of Ax = 0 is the trivial solution.

Solution

Yes, this statement is true.

Here’s why:

When the columns of matrix AA are linearly independent, it means that there are no nontrivial linear combinations of the columns of AA that result in the zero vector. In other words, the only way to express the zero vector as a linear combination of the columns of AA is by assigning a zero coefficient to each of the columns.

Mathematically, this

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Matrix Theory
Linear Independence

Formulas

Ax = 0
Linear combination of columns

Theorems

Linear Independence Theorem

Suitable Grade Level

College Level or Advanced High School