Part of ALG-01 — Matrices & Determinants

Elementary Row Operations and Rank

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Three elementary row operations:

  1. RiR_i <-> RjR_j (swap two rows)
  2. RiR_i -> kRikR_i (multiply a row by non-zero scalar)
  3. RiR_i -> RiR_i + kRjkR_j (add multiple of one row to another)

Rank determination: Reduce to row echelon form. Rank = number of non-zero rows.

Key rank facts:

  • rank(A) <= min(m, n) for an m x n matrix
  • rank(A) = rank(ATA^T)
  • rank(AB) <= min(rank(A), rank(B))
  • For n x n matrix: rank = n iff det(A) != 0 (full rank)
  • rank(A) + nullity(A) = n (number of columns)

Application to linear systems (Rouche-Capelli theorem):

  • If rank(A) = rank(A|B) = n: unique solution
  • If rank(A) = rank(A|B) < n: infinitely many solutions (n - rank free variables)
  • If rank(A) < rank(A|B): no solution

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