The solutions to a homogeneous system of linear equations is a vector space.

Created almost 9 years ago, updated about 8 hours ago

Theorem: The set of solutions to a homogeneous system of linear equations \(A\mathbf{x} = \mathbf{0}\) is a vector space (a subspace of \(\mathbb{F}^n\), where \(n\) is the number of variables).

Proof: Let \(S = \{\mathbf{x} : A\mathbf{x} = \mathbf{0}\}\).

  • If \(\mathbf{x}, \mathbf{y} \in S\), then \(A(\mathbf{x} + \mathbf{y}) = A\mathbf{x} + A\mathbf{y} = \mathbf{0} + \mathbf{0} = \mathbf{0}\), so \(\mathbf{x} + \mathbf{y} \in S\).
  • If \(\mathbf{x} \in S\) and \(c \in \mathbb{F}\), then \(A(c\mathbf{x}) = cA\mathbf{x} = c\mathbf{0} = \mathbf{0}\), so \(c\mathbf{x} \in S\).

This space is the null space of \(A\), denoted \(\text{null}(A)\) or \(\ker(A)\).

Example: The solutions to \(x + y + z = 0\) form a plane through the origin in \(\mathbb{R}^3\), which is a 2-dimensional subspace.

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