Solution Number

RoadMap

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 Unique solutionInfinite solutionThe columns of Aare independent.The columns of Aare dependent.Rank A = n, N = 0Rank A < n, N>0dependencerank, nullitysolutionif b in the span of the columns of AOnce we have solution, we have infinite

继续进行“换句话说”。从单纯的解方程角度,变换到“独立性”和“秩”

  1. dependence(独立性)
    1. dependent(独立的):
      1. a1v1+a2v2++anvn=0$$0a0
    2. independent(不独立)
      1. a1v1+a2v2++anvn=0$$0
      2. vi$$0$$n1$$0
      3. A的列空间独立,则只有唯一解
      4. A的列空间不独立,则有无穷解
      5. 证明“A的列空间不独立,则有无穷解”:
        1. Ax=bA(u+v)=0+bAu=0,Av=b
        2. u来保证齐次,因为A不独立,所以 u 存在,且有无穷个
        3. 前提是有解,所以 v 存在
  2. rank(秩)and nullity(核)
    1. rank = 最大的线性相关列的数量
    2. 对于一个 m×n 矩阵 A:$$\text{rank}(A)+\text{null}(A)=n$$
    3. 满秩 + 有解 = 唯一解

Reference

[1] Linear Algebra Lecture 7: How many solutions?