Math 2.0

Linear and multilinear algebra; matrix theory Proof

Proof of Cramer's rule by the adjugate

Builds on Inverse in terms of the adjugateAdjugate matrixLaplace expansion along a columnCofactorInvertible matrixAssociativity of matrix multiplicationMatrix multiplicationLeibniz formula for determinantsFieldSystem of linear equations

Proof

We solve the system with the inverse matrix and read off each coordinate by a Laplace expansion.

  1. Let A=(akl)A = (a_{kl}) be an n×nn \times n matrix over the field FF with det⁡A≠0\det A \ne 0, and let b=(b1,…,bn)∈Fnb = (b_1, \dots, b_n) \in F^n.
  2. First let n=1n = 1. Then A=(a11)A = (a_{11}) with a11≠0a_{11} \ne 0, by the Leibniz formula with one term. The equation a11x1=b1a_{11} x_1 = b_1 has the single solution x1=b1/a11x_1 = b_1 / a_{11}.
  3. For n=1n = 1, A1=(b1)A_1 = (b_1) and det⁡A1=b1\det A_1 = b_1. So x1=det⁡A1/det⁡Ax_1 = \det A_1 / \det A, as claimed. From now on let n≥2n \ge 2.
  4. In a field, the nonzero element det⁡A\det A is a unit. By the inverse in terms of the adjugate, AA is invertible with A−1=(det⁡A)−1adj⁡(A)A^{-1} = (\det A)^{-1} \operatorname{adj}(A).
  5. Existence: let x=A−1bx = A^{-1} b. By associativity, Ax=(AA−1)b=Inb=bA x = (A A^{-1}) b = I_n b = b. So xx is a solution of the linear system Ax=bAx = b.
  6. Uniqueness: if Ay=bA y = b, then y=(A−1A)y=A−1(Ay)=A−1b=xy = (A^{-1} A) y = A^{-1} (A y) = A^{-1} b = x, by associativity.
  7. Let CklC_{kl} be the cofactors of AA. By the definition of the adjugate and the matrix product, xi=(det⁡A)−1∑j=1nCjibjx_i = (\det A)^{-1} \sum_{j=1}^{n} C_{ji} b_j.
  8. Fix ii. The matrix AiA_i differs from AA only in column ii, and it has entry bjb_j in position (j,i)(j, i).
  9. A cofactor in position (j,i)(j, i) deletes column ii. So the cofactors of AiA_i in the positions (j,i)(j, i) equal the cofactors CjiC_{ji} of AA.
  10. By the Laplace expansion along column ii of AiA_i and steps 8 and 9, det⁡Ai=∑j=1nbjCji\det A_i = \sum_{j=1}^{n} b_j C_{ji}.
  11. By steps 7 and 10, xi=det⁡Ai/det⁡Ax_i = \det A_i / \det A for 1≤i≤n1 \le i \le n.

Idea

The solution is x=A−1b=(det⁡A)−1adj⁡(A) bx = A^{-1} b = (\det A)^{-1} \operatorname{adj}(A)\, b. Coordinate ii of adj⁡(A) b\operatorname{adj}(A)\, b pairs bb with the cofactors of column ii. That pairing is exactly the Laplace expansion of det⁡Ai\det A_i along its new column ii.

Reading path

To understand this page from the ground up, read these 129 pages in order. The foundations come first. The path takes the proofs Proof of the associativity of matrix multiplication, Proof of the decomposition of a permutation into transpositions, Proof that the symmetric group is generated by transpositions, Proof of the Laplace expansion along a column by transposition, Proof of the commutativity of addition by induction, Proof that equivalence classes form a partition, Proof that permuting rows multiplies the determinant by the sign, Proof that disjoint cycles commute, Proof that a matrix with two equal rows has determinant zero, Proof of the Laplace expansion along a row by the Leibniz formula, Proof of strong induction from ordinary induction, Proof that the determinant of a transpose equals the determinant, Proof of the laws of exponents in a group, Proof of the inverse in terms of the adjugate, Proof that an intersection of subgroups is a subgroup, Proof that the sign is a homomorphism, Proof that the determinant of the identity matrix is one, Proof of the decomposition of a permutation into disjoint cycles, Proof of the product of a matrix and its adjugate by Laplace expansion, Proof of the well-ordering principle from strong induction, Proof of the division algorithm, Proof of the sign of a cycle, Proof of the Leibniz formula from the defining properties of the determinant, Proof of the uniqueness of inverses, Proof that the determinant is multilinear in the rows, Proof of the subgroup criterion.

  1. Binary operation definition
  2. Cycle notation concept
  3. Definition by recursion concept
  4. Divisibility definition
  5. Element definition
  6. Group concept
  7. Identity matrix object
  8. Linear equation definition
  9. Mathematical induction concept
  10. Matrix definition
  11. Multilinear map concept
  12. Natural numbers object
  13. Peano axioms concept
  14. Permutation concept
  15. Permutation definition
  16. Proposition concept
  17. Transposition concept
  18. Vector space definition
  19. Identity element definition
  20. Set definition
  21. Group homomorphism definition
  22. Ring definition
  23. Subgroup definition
  24. Symmetric group definition
  25. System of linear equations definition
  26. Matrix multiplication definition
  27. Square matrix definition
  28. Transpose definition
  29. Successor function definition
  30. Conjunction definition
  31. Disjunction definition
  32. Implication definition
  33. Predicate definition
  34. Linear map definition
  35. Inverse element definition
  36. Empty set object
  37. Family of sets definition
  38. Ordered pair definition
  39. Commutative ring definition
  40. Transposition definition
  41. Unit of a ring definition
  42. Proof that an intersection of subgroups is a subgroup proof
  43. Proof of the associativity of matrix multiplication proof
  44. Intersection definition
  45. Union definition
  46. Invertible matrix definition
  47. Set-builder notation concept
  48. Addition of natural numbers definition
  49. The successor function is injective statement
  50. Zero is not a successor statement
  51. Biconditional definition
  52. Existential quantifier definition
  53. Universal quantifier definition
  54. Multilinear map definition
  55. Proof of the uniqueness of inverses proof
  56. Cartesian product definition
  57. Disjoint sets definition
  58. Field definition
  59. Associativity of matrix multiplication statement
  60. Subset definition
  61. Union of a family of sets definition
  62. Axiom of extensionality statement
  63. Proof of the commutativity of addition by induction proof
  64. Order on the natural numbers definition
  65. Uniqueness quantifier definition
  66. Alternating multilinear map definition
  67. Uniqueness of inverses statement
  68. Binary relation definition
  69. Partition of a set definition
  70. Determinant definition
  71. Commutativity of addition statement
  72. Proof of strong induction from ordinary induction proof
  73. Reflexive relation definition
  74. Symmetric relation definition
  75. Transitive relation definition
  76. Proof of the laws of exponents in a group proof
  77. Proof of the subgroup criterion proof
  78. Proof that a matrix with two equal rows has determinant zero proof
  79. Proof that the determinant of the identity matrix is one proof
  80. Function definition
  81. Minor definition
  82. Proof that the determinant is multilinear in the rows proof
  83. Strong induction statement
  84. Equivalence relation definition
  85. Determinant of a matrix with two equal rows statement
  86. Laws of exponents in a group statement
  87. Subgroup criterion statement
  88. Determinant of the identity matrix statement
  89. Determinant is multilinear in the rows statement
  90. Injective function definition
  91. Cofactor definition
  92. Proof of the well-ordering principle from strong induction proof
  93. Proof that disjoint cycles commute proof
  94. Intersection of subgroups is a subgroup statement
  95. Equivalence class definition
  96. Adjugate matrix definition
  97. Well-ordering principle statement
  98. Disjoint cycles commute statement
  99. Subgroup generated by a subset definition
  100. Proof that equivalence classes form a partition proof
  101. Proof of the division algorithm proof
  102. Equivalence classes form a partition statement
  103. Division algorithm statement
  104. Proof of the decomposition of a permutation into disjoint cycles proof
  105. Decomposition of a permutation into disjoint cycles statement
  106. Proof of the decomposition of a permutation into transpositions proof
  107. Decomposition of a permutation into transpositions statement
  108. Sign of a permutation definition
  109. Proof that the symmetric group is generated by transpositions proof
  110. The symmetric group is generated by transpositions statement
  111. Proof that the sign is a homomorphism proof
  112. Proof of the sign of a cycle proof
  113. Sign of a cycle statement
  114. Sign is a homomorphism statement
  115. Proof that permuting rows multiplies the determinant by the sign proof
  116. Permuting rows multiplies the determinant by the sign statement
  117. Proof of the Leibniz formula from the defining properties of the determinant proof
  118. Leibniz formula for determinants statement
  119. Proof of the Laplace expansion along a row by the Leibniz formula proof
  120. Proof that the determinant of a transpose equals the determinant proof
  121. Laplace expansion along a row statement
  122. Determinant of a transpose statement
  123. Proof of the Laplace expansion along a column by transposition proof
  124. Laplace expansion along a column statement
  125. Proof of the product of a matrix and its adjugate by Laplace expansion proof
  126. Product of a matrix and its adjugate statement
  127. Proof of the inverse in terms of the adjugate proof
  128. Inverse in terms of the adjugate statement
  129. Proof of Cramer's rule by the adjugate proof

Where this leads

2 pages build on this one.

Further reading

  1. Web https://en.wikipedia.org/wiki/Cramer's_rule, Proof
About this page
Tag4GY0RA4W28
URIm2://4GY0RA4W28
Kindproof
WritingW0 stub
MSC15A06, 15A15
ProvesCramer's rule
UsesInverse in terms of the adjugate, Adjugate matrix, Laplace expansion along a column, Cofactor, Invertible matrix, Associativity of matrix multiplication, Matrix multiplication, Leibniz formula for determinants, Field, System of linear equations
Changed4 November 2026

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