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Answers for “残差向量与列空间有什么关系?”

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Every product Ax⃗A\vec{x} is a member of the column space C(A)C(A) because matrix-vector multiplication is defined as a linear combination of the columns of AA. Specifically, if A=[a⃗1 a⃗2 ⋯ a⃗k]A = [\vec{a}_1 \ \vec{a}_2 \ \cdots \ \vec{a}_k] and x⃗=[x1,…,xk]T\vec{x} = [x_1, \dots, x_k]^T, then Ax⃗=x1a⃗1+⋯+xka⃗kA\vec{x} = x_1\vec{a}_1 + \dots + x_k\vec{a}_k.

Conditions: AA is an n×kn \times k matrix; x⃗∈Rk\vec{x} \in \mathbb{R}^k; C(A)C(A) is the span of the columns of AA