Math 2.0

Linear and multilinear algebra; matrix theory Proof

Proof of the Cayley–Hamilton theorem with the adjugate

Builds on Characteristic polynomialPolynomial of an endomorphismAdjugate matrixProduct of a matrix and its adjugateCofactorLeibniz formula for determinants

Proof

We use the adjugate of tIn−At I_n - A and compare coefficients of powers of tt.

  1. Write pA(t)=det⁡(tIn−A)=∑i=0ncitip_A(t) = \det(t I_n - A) = \sum_{i=0}^{n} c_i t^i with ci∈Kc_i \in K. By the definition of pAp_A, it is monic of degree nn, so cn=1c_n = 1.
  2. Case n=1n = 1. Then A=(a)A = (a) and pA(t)=t−ap_A(t) = t - a. So pA(A)=A−aI1=0p_A(A) = A - a I_1 = 0. From now on let n≥2n \ge 2.
  3. A matrix with entries in K[t]K[t] can be written in exactly one way as ∑itiMi\sum_i t^i M_i with matrices MiM_i over KK. Here entry (j,l)(j, l) of MiM_i is the coefficient of tit^i in entry (j,l)(j, l). Two such matrices are equal if and only if all their coefficient matrices are equal.
  4. Let B=adj⁡(tIn−A)B = \operatorname{adj}(t I_n - A) be the adjugate over the commutative ring K[t]K[t]. Each entry of BB is a cofactor, that is, up to sign the determinant of an (n−1)×(n−1)(n-1) \times (n-1) submatrix of tIn−At I_n - A.
  5. Each entry of tIn−At I_n - A has degree at most 11 in tt. By the Leibniz formula, an (n−1)×(n−1)(n-1) \times (n-1) determinant is a sum of products of n−1n - 1 entries. So each entry of BB has degree at most n−1n - 1.
  6. By steps 3 and 5, B=∑i=0n−1tiBiB = \sum_{i=0}^{n-1} t^i B_i with n×nn \times n matrices BiB_i over KK.
  7. By the product of a matrix and its adjugate over K[t]K[t], (tIn−A)B=pA(t)In(t I_n - A) B = p_A(t) I_n.
  8. Expanding the left side gives ∑i=0n−1ti+1Bi−∑i=0n−1tiABi\sum_{i=0}^{n-1} t^{i+1} B_i - \sum_{i=0}^{n-1} t^i A B_i. The right side is ∑i=0nticiIn\sum_{i=0}^{n} t^i c_i I_n.
  9. Comparing coefficients by step 3 gives three kinds of equations. For tnt^n: Bn−1=cnInB_{n-1} = c_n I_n. For 1≤i≤n−11 \le i \le n-1: Bi−1−ABi=ciInB_{i-1} - A B_i = c_i I_n. For t0t^0: −AB0=c0In-A B_0 = c_0 I_n.
  10. Multiply the equation for tit^i on the left by AiA^i, for each i=0,1,…,ni = 0, 1, \dots, n, with A0=InA^0 = I_n. Then add all n+1n + 1 equations.
  11. The right sides add up to ∑i=0nciAi\sum_{i=0}^{n} c_i A^i, which is the value pA(A)p_A(A).
  12. The left sides add up to AnBn−1+∑i=1n−1(AiBi−1−Ai+1Bi)−AB0A^n B_{n-1} + \sum_{i=1}^{n-1} (A^i B_{i-1} - A^{i+1} B_i) - A B_0. Regrouping, this is ∑i=1nAiBi−1−∑i=0n−1Ai+1Bi\sum_{i=1}^{n} A^i B_{i-1} - \sum_{i=0}^{n-1} A^{i+1} B_i.
  13. Substituting j=i+1j = i + 1 in the second sum turns it into ∑j=1nAjBj−1\sum_{j=1}^{n} A^j B_{j-1}. This equals the first sum, so the left sides add up to 00.
  14. By steps 11 and 13, pA(A)=0p_A(A) = 0.

Idea

The adjugate identity (tIn−A)adj⁡(tIn−A)=pA(t)In(t I_n - A) \operatorname{adj}(t I_n - A) = p_A(t) I_n holds over the ring K[t]K[t]. Writing the adjugate as a polynomial in tt with matrix coefficients turns it into n+1n + 1 equations between constant matrices. Multiplying them by powers of AA and adding makes the left side telescope to 00, while the right side becomes pA(A)p_A(A).

Reading path

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

Where this leads

26 pages build on this one.

Further reading

  1. Web https://en.wikipedia.org/wiki/Cayley–Hamilton_theorem, A direct algebraic proof
About this page
TagY4MWFGD909
URIm2://Y4MWFGD909
Kindproof
WritingW0 stub
MSC15A24, 15A18
ProvesCayley–Hamilton theorem
UsesCharacteristic polynomial, Polynomial of an endomorphism, Adjugate matrix, Product of a matrix and its adjugate, Cofactor, Leibniz formula for determinants
Changed4 November 2026

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