Math 2.0

Linear and multilinear algebra; matrix theory Proof

Proof that the determinant of a matrix exponential is the exponential of the trace

Builds on Matrix exponentialDeterminantTrace of a matrixTriangularisationUpper triangular matrixComplex exponentialDeterminant of a triangular matrixExponential of a sum of commuting matricesTrace of a product is symmetricDeterminant is multiplicativeDeterminant of the identity matrixAlgebra of limits

Proof

We triangularise AA over ℂ\C and compute both sides for a triangular matrix.

  1. If 𝕂=ℝ\mathbb{K} = \R, we view AA as a complex matrix. Its exponential is given by the same series, and its determinant and trace do not change. So we may assume that AA is a complex matrix.
  2. By triangularisation over ℂ\C, there is an invertible complex matrix PP such that U=P−1APU = P^{-1} A P is upper triangular. Write U=(uij)U = (u_{ij}).
  3. Let SN(X)=∑k=0NXk/k!S_N(X) = \sum_{k=0}^{N} X^k / k!. By induction on kk, Uk=P−1AkPU^k = P^{-1} A^k P. So SN(U)=P−1SN(A)PS_N(U) = P^{-1} S_N(A) P.
  4. Each entry of P−1SN(A)PP^{-1} S_N(A) P is a fixed linear combination of the entries of SN(A)S_N(A). By the definition of eAe^A and the algebra of limits, letting N→∞N \to \infty in step 3 gives eU=P−1eAPe^U = P^{-1} e^A P.
  5. Let X,YX, Y be upper triangular. For i>ji > j, each term xilyljx_{il} y_{lj} of (XY)ij(X Y)_{ij} needs i≤l≤ji \le l \le j, which is impossible. So XYX Y is upper triangular. The only nonzero term of (XY)ii(X Y)_{ii} has l=il = i, so (XY)ii=xiiyii(X Y)_{ii} = x_{ii} y_{ii}.
  6. By step 5 and induction on kk, UkU^k is upper triangular with diagonal entries uiiku_{ii}^k. This also holds for k=0k = 0, with U0=InU^0 = I_n.
  7. So SN(U)S_N(U) is upper triangular, and its entry (i,i)(i, i) is ∑k=0Nuiik/k!\sum_{k=0}^{N} u_{ii}^k / k!.
  8. Letting N→∞N \to \infty, eUe^U is upper triangular. Its entry (i,i)(i, i) is the complex exponential euiie^{u_{ii}}.
  9. By the determinant of a triangular matrix, det⁡eU=eu11eu22⋯eunn\det e^U = e^{u_{11}} e^{u_{22}} \cdots e^{u_{nn}}.
  10. For complex numbers z,wz, w, the 1×11 \times 1 matrices (z)(z) and (w)(w) commute, and their exponentials are (ez)(e^z) and (ew)(e^w). By the exponential of a sum of commuting matrices, ez+w=ezewe^{z + w} = e^z e^w.
  11. By step 10 and induction on nn, eu11⋯eunn=eu11+⋯+unn=etr⁡Ue^{u_{11}} \cdots e^{u_{nn}} = e^{u_{11} + \cdots + u_{nn}} = e^{\tr U}, where tr⁡\tr is the trace.
  12. Since the trace of a product is symmetric, tr⁡U=tr⁡(P−1(AP))=tr⁡((AP)P−1)=tr⁡A\tr U = \tr\big(P^{-1} (A P)\big) = \tr\big((A P) P^{-1}\big) = \tr A.
  13. By step 4, eA=PeUP−1e^A = P e^U P^{-1}. The determinant is multiplicative, and complex numbers commute. So det⁡eA=det⁡eU⋅det⁡Pdet⁡P−1=det⁡eUdet⁡(PP−1)\det e^A = \det e^U \cdot \det P \det P^{-1} = \det e^U \det(P P^{-1}).
  14. Since PP−1=InP P^{-1} = I_n and det⁡In=1\det I_n = 1, step 13 gives det⁡eA=det⁡eU\det e^A = \det e^U.
  15. By steps 9, 11, 12 and 14, det⁡eA=etr⁡U=etr⁡A\det e^A = e^{\tr U} = e^{\tr A}.

Idea

Both sides are unchanged when AA is replaced by a similar matrix. Over ℂ\C, every matrix is similar to a triangular one. For a triangular matrix UU, the exponential is triangular with diagonal entries euiie^{u_{ii}}, so its determinant is ∏ieuii=etr⁡U\prod_i e^{u_{ii}} = e^{\tr U}.

Reading path

To understand this page from the ground up, read these 708 pages in order. The foundations come first. The path takes the proofs Proof that Darboux and Riemann integrals agree, Proof of the Steinitz exchange lemma by induction, Proof of the Cauchy–Hadamard theorem, Proof of the associativity of matrix multiplication, Proof of the Weierstrass M-test, Proof of the limit of a sum of sequences, Proof of Rolle's theorem, Proof of the derivative of a map into R^n by components, Proof of cancellation in an integral domain, Proof of the approximation property of the supremum, Proof that every sequence has a monotone subsequence, by peaks, Proof that a subspace of full dimension is the whole space, Proof of the decomposition of a permutation into transpositions, Proof that the symmetric group is generated by transpositions, Proof of the formula for the derivative of a polynomial, Proof of the Laplace expansion along a column by transposition, Proof that open sets are the sets that are neighbourhoods of all their points, Proof of the diameter characterisation of Cauchy sequences, Proof of the commutativity of addition by induction, Proof of the Lebesgue number lemma by a finite cover of balls, Proof of term-by-term differentiation, Proof of the epsilon-delta form of continuity, Proof of the fundamental theorem of algebra by Liouville's theorem, Proof that equivalence classes form a partition, Proof of the power rule by induction, Proof that absolutely convergent series converge, Proof of the triangle inequality for norms, Proof of the sum of a finite geometric series, Proof that convergent sequences are Cauchy, Proof that a complex number times its conjugate is the square of its modulus, Proof of the Cauchy–Schwarz inequality, Proof of the Heine–Borel theorem by sequential compactness, Proof that there is a natural number n with 1/n below any positive epsilon, Proof of the chain rule in several variables, Proof of the chain rule with an auxiliary difference quotient, Proof of the change of basis formula, Proof of the distributivity of matrix multiplication, Proof of the Cauchy criterion for series, Proof of the Cauchy criterion for sequences by the Bolzano–Weierstrass theorem, Proof that the matrix of a composition is the product of the matrices, Proof that the coordinate space F^n has dimension n, Proof of the reverse triangle inequality, Proof that the determinant is multiplicative by expanding the rows, Proof that permuting rows multiplies the determinant by the sign, Proof that the exponential series has infinite radius of convergence, Proof of the derivative as a little-o approximation, Proof that disjoint cycles commute, Proof that R[x] is an integral domain iff R is, Proof of the equality of complex numbers, Proof that continuous functions on a closed bounded interval are uniformly continuous, Proof that a matrix is invertible iff its determinant is a unit, Proof that a linear map between normed spaces is continuous if and only if it is bounded, Proof of the determinant of a block triangular matrix by the Leibniz formula, Proof that a function is bijective iff it has a two-sided inverse, Proof that the reals form an ordered field, with the Cauchy sequence construction, Proof of the root test, Proof of continuity via closed sets, Proof that a matrix with two equal rows has determinant zero, Proof of the double negation law by a truth table, Proof that power series converge uniformly on smaller intervals inside the radius of convergence, Proof of the extreme value theorem by the Bolzano–Weierstrass theorem, Proof that compact subsets of a metric space are bounded, Proof of the Laplace expansion along a row by the Leibniz formula, Proof that compactness and sequential compactness agree in metric spaces, Proof that subsequences of a convergent sequence converge to the same limit, Proof of the uniqueness of limits, Proof that holomorphic functions are infinitely differentiable, Proof that Lipschitz functions are uniformly continuous, Proof that the integral of a continuous function is an antiderivative, Proof of the degree of a product over an integral domain, Proof that the coordinate map is a linear isomorphism, Proof of strong induction from ordinary induction, Proof that linear maps on finite-dimensional normed spaces are continuous, Proof that power series are differentiable inside the radius of convergence, Proof that the determinant of a transpose equals the determinant, Proof of the laws of exponents in a group, Proof of the limit of a product of sequences, Proof of Cauchy's integral formula by a primitive of the difference quotient, Proof of the inverse in terms of the adjugate, Proof that uniform convergence of derivatives allows term-by-term differentiation, Proof of Cauchy's estimates, Proof that the absolute value is multiplicative, Proof of the squeeze theorem for sequences, Proof of the Cauchy–Riemann equations, Proof of the existence of square roots of nonnegative reals, Proof of Pascal's rule from the recursive definition, Proof of the chain rule for a composition with a curve, Proof of the linearity of differentiation, Proof of the mean value theorem for integrals, Proof that a continuous image of a compact set is compact, Proof that an injective endomorphism of a finite-dimensional space is surjective, Proof that compact subsets of a Hausdorff space are closed, Proof that the composition of continuous maps is continuous, Proof of epsilon-delta continuity at a point in metric spaces, Proof of Riemann's criterion for integrability, Proof of the sequential characterization of limits, Proof that Cauchy sequences are bounded, Proof of Cauchy's integral formula for derivatives, Proof of the description of the open sets of a metric space, Proof of the triangle inequality for real numbers, Proof that an intersection of subgroups is a subgroup, Proof of the epsilon-N definition of the limit of a sequence, Proof that a zero derivative on a connected open set implies constant, Proof of the first fundamental theorem of calculus, Proof that compactness of a subset can be tested with open sets of the ambient space, Proof that the modulus is multiplicative, Proof that the sign is a homomorphism, Proof of the comparison test, Proof that the trace of a product is symmetric, Proof of the existence of the infimum by negation, Proof of the equivalence of norms in finite dimension by compactness of the unit sphere, Proof of the determinant of the inverse, Proof that every spanning set contains a basis, by Zorn's lemma, Proof of the remainder theorem, Proof that the determinant of the identity matrix is one, Proof of the estimation lemma, Proof of Fermat's theorem on stationary points, Proof that limits preserve non-strict inequalities, Proof that a linear map is injective iff its kernel is trivial, Proof that every linearly independent set extends to a basis, by Zorn's lemma, Proof that closed sets contain their limits, Proof of the linearity of the integral, Proof of the factorial formula for binomial coefficients by induction, Proof of integration by substitution, Proof of Zorn's lemma, Proof that metric spaces are Hausdorff, Proof of the second fundamental theorem of calculus, Proof that the complex numbers form a field, Proof of the intermediate value theorem by the supremum, Proof of the binomial theorem by induction, Proof that exponentials dominate powers in sequences, by the ratio of consecutive terms, Proof that differentiable functions are continuous, Proof of the decomposition of a permutation into disjoint cycles, Proof of triangularisation by induction on the size, Proof of the product of a matrix and its adjugate by Laplace expansion, Proof of the determinant of a triangular matrix by the Leibniz formula, Proof of the sequence characterisation of uniform continuity, Proof of the epsilon-delta form of the limit of a function, Proof of the well-ordering principle from strong induction, Proof that n independent or n spanning vectors in an n-dimensional space form a basis, Proof of the Bolzano–Weierstrass theorem by a monotone subsequence, Proof that the exponential of a sum of commuting matrices is the product of the exponentials, Proof of the fundamental theorem of contour integration, Proof of Goursat's theorem by repeated subdivision, Proof of the division algorithm, Proof of the Archimedean property in an Archimedean ordered field, Proof of the sign of a cycle, Proof that a continuous real function on a compact set attains its bounds, Proof of the Leibniz formula from the defining properties of the determinant, Proof of the uniqueness of inverses, Proof of the derivative of a map into a product, Proof that a composition of continuous functions is continuous, Proof of the exponential of a sum by the Cauchy product, Proof of Cantor's intersection theorem, Proof of the additivity of the integral over intervals, Proof that a decreasing sequence bounded below converges, Proof of the term test, Proof that the exponential function is its own derivative, by term-by-term differentiation, Proof that the reals are Archimedean from the completeness axiom, Proof of the ratio test, Proof that holomorphic functions are analytic, Proof of the power series of the exponential function, Proof that convergent sequences are bounded, Proof of the product rule, Proof of the monotone convergence theorem for sequences, Proof that continuity is equivalent to sequential continuity, Proof that a subspace of a finite-dimensional space has smaller or equal dimension, Proof that absolutely convergent series in a Banach space converge, Proof that the determinant is multilinear in the rows, Proof that open balls are open, Proof that power series are holomorphic in the disc of convergence, Proof that a one-sided inverse of a square matrix is two-sided, Proof of the monotonicity of the integral, Proof that the eigenvalues are the roots of the characteristic polynomial, Proof of the boundedness theorem by Bolzano–Weierstrass, Proof of the factor theorem, Proof that Lipschitz maps are uniformly continuous, Proof of the ratio formula for the radius of convergence, Proof that continuous partial derivatives imply differentiability, Proof that a set is open if and only if its complement is closed, Proof of the rank–nullity theorem by extending a basis of the kernel, Proof of the fundamental theorem of calculus, Proof that a series of nonnegative terms converges iff its partial sums are bounded, Proof of the subgroup criterion, Proof of the mean value theorem from Rolle's theorem, Proof that the Cauchy product of absolutely convergent series converges absolutely to the product, Proof that sums and products of continuous functions are continuous, Proof of Liouville's theorem by Cauchy's estimates, Proof of continuity via open sets in metric spaces, Proof that continuous functions are Riemann integrable, Proof of the mean value inequality, Proof of the constant multiple rule, Proof that similar matrices have the same characteristic polynomial.

  1. Basis concept
  2. Binary operation definition
  3. Binomial coefficient definition
  4. Change of basis matrix concept
  5. Complex numbers object
  6. Complex numbers as pairs of reals concept
  7. Composition of linear maps concept
  8. Construction of the reals from Cauchy sequences concept
  9. Coordinate space object
  10. Coordinate vector concept
  11. Cycle notation concept
  12. Definition by recursion concept
  13. Dimension concept
  14. Divisibility definition
  15. Element definition
  16. Euclidean metric example
  17. Euclidean space object
  18. Extended real number line object
  19. Factorial definition
  20. Function concept
  21. Function composition concept
  22. Group concept
  23. Identity matrix object
  24. Image of a linear map concept
  25. Imaginary unit object
  26. Inner product concept
  27. Inner product space concept
  28. Integers object
  29. Invertible matrix concept
  30. Kernel of a linear map concept
  31. Limit point of a set definition
  32. Linear independence concept
  33. Linear isomorphism concept
  34. Linear map concept
  35. Linear subspace concept
  36. Lipschitz continuity definition
  37. Local maximum definition
  38. Mathematical induction concept
  39. Matrix definition
  40. Matrix multiplication concept
  41. Matrix of a linear map concept
  42. Multilinear map concept
  43. Natural numbers object
  44. Norm concept
  45. Norm induced by an inner product concept
  46. Nullity concept
  47. Ordered field definition
  48. Partition of an interval definition
  49. Peano axioms concept
  50. Permutation concept
  51. Permutation definition
  52. Proof of Zorn's lemma proof
  53. Proposition concept
  54. Rank of a linear map concept
  55. Rational numbers object
  56. Real numbers object
  57. Sequence definition
  58. Set bounded above definition
  59. Spanning set concept
  60. Standard basis object
  61. Transposition concept
  62. Vector space definition
  63. p-metric on R^n example
  64. Identity element definition
  65. Proof of Pascal's rule from the recursive definition proof
  66. Complex exponential definition
  67. Contour integral definition
  68. Power series in the complex plane definition
  69. Real and imaginary parts definition
  70. Set definition
  71. Fréchet derivative definition
  72. Total derivative concept
  73. Function of several variables concept
  74. Vector-valued function concept
  75. Group homomorphism definition
  76. Ring definition
  77. Subgroup definition
  78. Symmetric group definition
  79. Proof that the matrix of a composition is the product of the matrices proof
  80. Ring of integers statement
  81. Limit of a function definition
  82. Proof that a linear map is injective iff its kernel is trivial proof
  83. Local minimum definition
  84. Block matrix definition
  85. Matrix addition definition
  86. Matrix multiplication definition
  87. Matrix–vector product definition
  88. Square matrix definition
  89. Transpose definition
  90. Successor function definition
  91. Archimedean ordered field definition
  92. Mesh of a partition definition
  93. Refinement of a partition definition
  94. Riemann sum definition
  95. Conjunction definition
  96. Disjunction definition
  97. Implication definition
  98. Negation definition
  99. Predicate definition
  100. The reals form a field statement
  101. Real sequence definition
  102. Subsequence definition
  103. Infimum definition
  104. Supremum definition
  105. Inner product definition
  106. Linear combination definition
  107. Linear map definition
  108. Linear subspace definition
  109. Norm definition
  110. p-norm on R^n example
  111. Inverse element definition
  112. Pascal's rule statement
  113. Circle integral definition
  114. Disc of convergence definition
  115. Complex conjugate definition
  116. Empty set object
  117. Family of sets definition
  118. Ordered pair definition
  119. Differentiable function of several variables concept
  120. Partial derivative concept
  121. Commutative ring definition
  122. Polynomial ring definition
  123. Ring homomorphism definition
  124. Transposition definition
  125. Unit of a ring definition
  126. Zero divisor definition
  127. Limit of a function of several variables concept
  128. Parametrised curve concept
  129. Continuity at a point definition
  130. Derivative definition
  131. Intersection definition
  132. One-sided limit definition
  133. Proof of the associativity of matrix multiplication proof
  134. Proof that an intersection of subgroups is a subgroup proof
  135. Union definition
  136. Proof of the distributivity of matrix multiplication proof
  137. Block diagonal matrix definition
  138. Set-builder notation concept
  139. Invertible matrix definition
  140. Lower triangular matrix definition
  141. Matrix exponential definition
  142. Trace of a matrix definition
  143. Upper triangular matrix definition
  144. Addition of natural numbers definition
  145. Riemann integrable function definition
  146. Biconditional definition
  147. Truth table concept
  148. Modus ponens concept
  149. Existential quantifier definition
  150. The rationals form a field statement
  151. Universal quantifier definition
  152. Proof of the Archimedean property in an Archimedean ordered field proof
  153. Bounded sequence definition
  154. Cauchy sequence definition
  155. Geometric sequence definition
  156. Limit of a sequence definition
  157. Monotone sequence definition
  158. Sequence tending to infinity definition
  159. Series definition
  160. The successor function is injective statement
  161. Zero is not a successor statement
  162. Inner product space definition
  163. Linear independence definition
  164. Composition of linear maps definition
  165. Endomorphism definition
  166. Image of a linear map definition
  167. Kernel of a linear map definition
  168. Linear isomorphism definition
  169. Linear span definition
  170. Multilinear map definition
  171. Normed vector space definition
  172. Completeness axiom statement
  173. Integral of 1/z around the unit circle example
  174. Cartesian product definition
  175. Proof of the factorial formula for binomial coefficients by induction proof
  176. Gradient concept
  177. Jacobian matrix concept
  178. Proof of the equality of complex numbers proof
  179. Divisibility in a commutative ring definition
  180. Proof of the uniqueness of inverses proof
  181. Degree of a polynomial definition
  182. Polynomial evaluation definition
  183. Field definition
  184. Disjoint sets definition
  185. Integral domain definition
  186. Partial derivative definition
  187. Differentiable function of several variables definition
  188. Continuous function definition
  189. Antiderivative definition
  190. Differentiable function definition
  191. One-sided derivative definition
  192. Associativity of matrix multiplication statement
  193. Distributivity of matrix multiplication statement
  194. Union of a family of sets definition
  195. Subset definition
  196. Axiom of extensionality statement
  197. Proof that the trace of a product is symmetric proof
  198. Similar matrices definition
  199. Proof of the commutativity of addition by induction proof
  200. Proof of the derivative as a little-o approximation proof
  201. Archimedean property statement
  202. Riemann integral definition
  203. Propositional logic concept
  204. Mathematical proof concept
  205. Order on the natural numbers definition
  206. A linear map is injective iff its kernel is trivial statement
  207. Uniqueness quantifier definition
  208. Limit superior definition
  209. The rationals form an ordered field statement
  210. Proof of the sum of a finite geometric series proof
  211. Upper and lower Darboux sums definition
  212. Algebra of limits concept
  213. Convergent sequence definition
  214. Pointwise convergence definition
  215. Sequential continuity definition
  216. The sequence r^n tends to infinity for r > 1 example
  217. Cauchy product definition
  218. Norm induced by an inner product definition
  219. Partial sum definition
  220. Power series definition
  221. Eigenvalue definition
  222. Spanning set definition
  223. Alternating multilinear map definition
  224. Equality of complex numbers statement
  225. Factorial formula for binomial coefficients statement
  226. Leading coefficient definition
  227. Root of a polynomial definition
  228. Uniqueness of inverses statement
  229. Evaluation homomorphism definition
  230. Proof of cancellation in an integral domain proof
  231. Binary relation definition
  232. Irreducible element definition
  233. Universal set definition
  234. Proof of the derivative of a map into R^n by components proof
  235. Proof that a composition of continuous functions is continuous proof
  236. Derivative as a little-o approximation statement
  237. Topological space definition
  238. Derivative function definition
  239. Partition of a set definition
  240. Order on the reals definition
  241. Trace of a product is symmetric statement
  242. Definite integral definition
  243. Commutativity of addition statement
  244. Determinant definition
  245. Tautology definition
  246. Proof of strong induction from ordinary induction proof
  247. Upper and lower Darboux integrals definition
  248. Sum of a finite geometric series statement
  249. Uniform convergence definition
  250. Radius of convergence definition
  251. Convergent series definition
  252. Eigenvector definition
  253. Finite-dimensional vector space definition
  254. Basis definition
  255. Proof of the Steinitz exchange lemma by induction proof
  256. Monic polynomial definition
  257. Proof of the binomial theorem by induction proof
  258. Antisymmetric relation definition
  259. Reflexive relation definition
  260. Split polynomial definition
  261. Symmetric relation definition
  262. Transitive relation definition
  263. Proof of the degree of a product over an integral domain proof
  264. Proof of the remainder theorem proof
  265. Cancellation in an integral domain statement
  266. Irreducible polynomial definition
  267. Proof that the complex numbers form a field proof
  268. Proof of the laws of exponents in a group proof
  269. Proof of the subgroup criterion proof
  270. Sequential compactness definition
  271. Higher derivative definition
  272. Complement definition
  273. Interval definition
  274. Subspace topology definition
  275. Proof that a matrix with two equal rows has determinant zero proof
  276. Function definition
  277. Proof that the determinant of the identity matrix is one proof
  278. Characteristic polynomial definition
  279. Uniform convergence on a set definition
  280. Minor definition
  281. Dimension definition
  282. Coordinate vector definition
  283. Dimension theorem for vector spaces statement
  284. Strong induction statement
  285. Proof that the determinant is multilinear in the rows proof
  286. Logical equivalence definition
  287. Sum of a series definition
  288. Absolute convergence definition
  289. Series of functions definition
  290. Steinitz exchange lemma statement
  291. Binomial theorem statement
  292. Preorder definition
  293. Equivalence relation definition
  294. Division algorithm for polynomials statement
  295. Algebraically closed field definition
  296. Degree of a product statement
  297. Subgroup criterion statement
  298. Taylor polynomial definition
  299. Continuously differentiable function definition
  300. Laws of exponents in a group statement
  301. Proof of the epsilon-delta form of the limit of a function proof
  302. The complex numbers form a field statement
  303. Proof of the epsilon-delta form of continuity proof
  304. Determinant of a matrix with two equal rows statement
  305. Codomain definition
  306. Function composition definition
  307. Identity function definition
  308. Injective function definition
  309. Choice function definition
  310. Determinant of the identity matrix statement
  311. Image of a set definition
  312. Preimage of a set definition
  313. Cofactor definition
  314. Determinant is multilinear in the rows statement
  315. Metric space definition
  316. Change of basis matrix definition
  317. Proof of the well-ordering principle from strong induction proof
  318. Matrix of a linear map definition
  319. Proof that the coordinate space F^n has dimension n proof
  320. Proof of the double negation law by a truth table proof
  321. Proof that a subspace of a finite-dimensional space has smaller or equal dimension proof
  322. Rank of a linear map definition
  323. Nullity definition
  324. Proof that n independent or n spanning vectors in an n-dimensional space form a basis proof
  325. Partial order definition
  326. Remainder theorem statement
  327. Smooth function definition
  328. Proof that R[x] is an integral domain iff R is proof
  329. Proof that disjoint cycles commute proof
  330. Epsilon-delta definition of a limit statement
  331. Intersection of subgroups is a subgroup statement
  332. Equivalence class definition
  333. Epsilon-delta definition of continuity statement
  334. Left inverse definition
  335. Right inverse definition
  336. Surjective function definition
  337. Axiom of choice statement
  338. Dimension of the coordinate space statement
  339. Adjugate matrix definition
  340. Closed ball definition
  341. Convergence of a sequence in a metric space definition
  342. Lipschitz map definition
  343. Open ball definition
  344. Triangle inequality for a metric statement
  345. Diameter of a set definition
  346. Matrix of a composition is the product of matrices statement
  347. Double negation law statement
  348. Well-ordering principle statement
  349. Dimension of a subspace statement
  350. Characteristic polynomial of a linear map definition
  351. Linearly independent set of the right size is a basis statement
  352. Maximal element definition
  353. Total order definition
  354. Upper bound definition
  355. Proof of the factor theorem proof
  356. R[x] is an integral domain iff R is statement
  357. Uniform continuity definition
  358. Disjoint cycles commute statement
  359. Subgroup generated by a subset definition
  360. Composition of continuous functions is continuous statement
  361. Proof that equivalence classes form a partition proof
  362. Bijective function definition
  363. Metric topology definition
  364. Taylor series definition
  365. Bounded set definition
  366. Proof of the division algorithm proof
  367. Proof of the diameter characterisation of Cauchy sequences proof
  368. Proof by contradiction concept
  369. Proof that every sequence has a monotone subsequence, by peaks proof
  370. Proof that a subspace of full dimension is the whole space proof
  371. Chain definition
  372. Factor theorem statement
  373. Uniform continuity on a set definition
  374. Equivalence classes form a partition statement
  375. Maclaurin series definition
  376. Open set definition
  377. Division algorithm statement
  378. Proof that a function is bijective iff it has a two-sided inverse proof
  379. Epsilon characterisation of Cauchy sequences statement
  380. Proof that Lipschitz functions are uniformly continuous proof
  381. Proof that the reals form an ordered field, with the Cauchy sequence construction proof
  382. A subspace of full dimension is the whole space statement
  383. Every sequence has a monotone subsequence statement
  384. Bijective iff it has a two-sided inverse statement
  385. Hausdorff space definition
  386. Proof of the decomposition of a permutation into disjoint cycles proof
  387. Closed set definition
  388. Continuous map of topological spaces definition
  389. Open cover definition
  390. Proof that open sets are the sets that are neighbourhoods of all their points proof
  391. Zorn's lemma statement
  392. Equivalent metrics definition
  393. Proof of the description of the open sets of a metric space proof
  394. Complete metric space definition
  395. Lipschitz functions are uniformly continuous statement
  396. The reals form an ordered field statement
  397. Compact space definition
  398. Connected space definition
  399. Decomposition of a permutation into disjoint cycles statement
  400. Proof that a set is open if and only if its complement is closed proof
  401. Equivalent norms definition
  402. Open sets characterised by neighbourhoods statement
  403. Proof that the composition of continuous maps is continuous proof
  404. Absolute value definition
  405. Open sets of a metric space statement
  406. Proof that the coordinate map is a linear isomorphism proof
  407. Proof that every linearly independent set extends to a basis, by Zorn's lemma proof
  408. Proof that every spanning set contains a basis, by Zorn's lemma proof
  409. Proof of the approximation property of the supremum proof
  410. Proof of the existence of the infimum by negation proof
  411. Proof of the existence of square roots of nonnegative reals proof
  412. Complement of an open set is closed statement
  413. Continuous linear map definition
  414. Banach space definition
  415. Composition of continuous maps is continuous statement
  416. Compact set definition
  417. Connected set definition
  418. Proof of the triangle inequality for real numbers proof
  419. Proof that the absolute value is multiplicative proof
  420. Proof of the decomposition of a permutation into transpositions proof
  421. Continuity at a point of a topological space definition
  422. Proof that closed sets contain their limits proof
  423. Proof that open balls are open proof
  424. Proof of the epsilon-N definition of the limit of a sequence proof
  425. Every spanning set contains a basis statement
  426. Every linearly independent set extends to a basis statement
  427. Isomorphism with the coordinate space statement
  428. Existence of square roots of nonnegative reals statement
  429. Approximation property of the supremum statement
  430. Existence of the infimum statement
  431. Triangle inequality statement
  432. Absolute value is multiplicative statement
  433. Proof that compactness of a subset can be tested with open sets of the ambient space proof
  434. Decomposition of a permutation into transpositions statement
  435. Closed sets contain their limits statement
  436. Proof of continuity via closed sets proof
  437. Open balls are open statement
  438. Square root definition
  439. Epsilon-N definition of the limit of a sequence statement
  440. Proof of the rank–nullity theorem by extending a basis of the kernel proof
  441. Proof of the intermediate value theorem by the supremum proof
  442. Proof that the reals are Archimedean from the completeness axiom proof
  443. Sign of a permutation definition
  444. Proof of the reverse triangle inequality proof
  445. Proof of the limit of a sum of sequences proof
  446. Modulus of a complex number definition
  447. Continuity via closed sets statement
  448. Compactness via open covers statement
  449. Proof of the squeeze theorem for sequences proof
  450. Proof of the uniqueness of limits proof
  451. Proof that the symmetric group is generated by transpositions proof
  452. Proof that limits preserve non-strict inequalities proof
  453. Proof that differentiable functions are continuous proof
  454. Proof of the Lebesgue number lemma by a finite cover of balls proof
  455. Intermediate value theorem statement
  456. Proof of epsilon-delta continuity at a point in metric spaces proof
  457. Proof that metric spaces are Hausdorff proof
  458. Proof of continuity via open sets in metric spaces proof
  459. Proof of the linearity of the integral proof
  460. Proof that convergent sequences are bounded proof
  461. Proof that convergent sequences are Cauchy proof
  462. Rank–nullity theorem statement
  463. The sequence 1/n tends to zero example
  464. Proof that subsequences of a convergent sequence converge to the same limit proof
  465. The reals are Archimedean statement
  466. Proof that Cauchy sequences are bounded proof
  467. Proof of the term test proof
  468. Proof of the monotone convergence theorem for sequences proof
  469. Reverse triangle inequality statement
  470. Complex differentiability definition
  471. Proof that compact subsets of a Hausdorff space are closed proof
  472. Proof that a complex number times its conjugate is the square of its modulus proof
  473. The symmetric group is generated by transpositions statement
  474. Proof of Cantor's intersection theorem proof
  475. Proof that the sign is a homomorphism proof
  476. Lebesgue number lemma statement
  477. Proof of the sign of a cycle proof
  478. Proof that a continuous image of a compact set is compact proof
  479. Epsilon-delta continuity in metric spaces statement
  480. Metric spaces are Hausdorff statement
  481. Proof that compact subsets of a metric space are bounded proof
  482. Differentiable functions are continuous statement
  483. Proof that compactness and sequential compactness agree in metric spaces proof
  484. Proof that an injective endomorphism of a finite-dimensional space is surjective proof
  485. Limit of a sum of sequences statement
  486. Uniqueness of limits statement
  487. Limits preserve non-strict inequalities statement
  488. Proof of the sequence characterisation of uniform continuity proof
  489. Linearity of the integral statement
  490. Proof of the triangle inequality for norms proof
  491. Proof of the ratio formula for the radius of convergence proof
  492. Squeeze theorem statement
  493. Proof that there is a natural number n with 1/n below any positive epsilon proof
  494. Convergent sequences are bounded statement
  495. Subsequences of a convergent sequence converge to the same limit statement
  496. Proof of the monotonicity of the integral proof
  497. Proof that a one-sided inverse of a square matrix is two-sided proof
  498. Proof that Darboux and Riemann integrals agree proof
  499. Convergent sequences are Cauchy statement
  500. Cauchy sequences are bounded statement
  501. Monotone convergence theorem for sequences statement
  502. Holomorphic function definition
  503. Compact subsets of a Hausdorff space are closed statement
  504. A complex number times its conjugate statement
  505. Sign of a cycle statement
  506. Cantor's intersection theorem statement
  507. Sign is a homomorphism statement
  508. Continuous image of a compact set is compact statement
  509. Proof of the Cauchy–Riemann equations proof
  510. Proof of the limit of a product of sequences proof
  511. Continuity via open sets statement
  512. Compactness and sequential compactness agree in metric spaces statement
  513. Compact subsets of a metric space are bounded statement
  514. An injective endomorphism of a finite-dimensional space is surjective statement
  515. Epsilon-delta uniform continuity statement
  516. Proof that permuting rows multiplies the determinant by the sign proof
  517. There is a natural number n with 1/n below any positive epsilon statement
  518. Monotonicity of the integral statement
  519. One-sided inverse of a square matrix is two-sided statement
  520. Term test statement
  521. Darboux and Riemann integrals agree statement
  522. Triangle inequality for norms statement
  523. Proof that a decreasing sequence bounded below converges proof
  524. Proof that a series of nonnegative terms converges iff its partial sums are bounded proof
  525. The sequence r^n tends to zero for |r| < 1 example
  526. Entire function definition
  527. Cauchy–Riemann equations statement
  528. Proof that the modulus is multiplicative proof
  529. Proof that a linear map between normed spaces is continuous if and only if it is bounded proof
  530. Proof that absolutely convergent series in a Banach space converge proof
  531. Permuting rows multiplies the determinant by the sign statement
  532. Proof of the sequential characterization of limits proof
  533. Proof that Lipschitz maps are uniformly continuous proof
  534. Proof of the change of basis formula proof
  535. Proof of the Cauchy–Schwarz inequality proof
  536. Proof that continuity is equivalent to sequential continuity proof
  537. Limit of a product of sequences statement
  538. Decreasing sequence bounded below converges statement
  539. Geometric series example
  540. Proof of Riemann's criterion for integrability proof
  541. A series of nonnegative terms converges iff its partial sums are bounded statement
  542. Modulus is multiplicative statement
  543. Absolutely convergent series in a Banach space converge statement
  544. Lipschitz maps are uniformly continuous statement
  545. Continuity is equivalent to sequential continuity statement
  546. Change of basis formula statement
  547. Proof of the Leibniz formula from the defining properties of the determinant proof
  548. Proof that the Cauchy product of absolutely convergent series converges absolutely to the product proof
  549. Sequential characterization of limits statement
  550. Riemann's criterion for integrability statement
  551. Proof of the Cauchy–Hadamard theorem proof
  552. Proof that exponentials dominate powers in sequences, by the ratio of consecutive terms proof
  553. Proof of the root test proof
  554. Proof of the ratio test proof
  555. Proof of the Bolzano–Weierstrass theorem by a monotone subsequence proof
  556. Proof of the comparison test proof
  557. Cauchy–Schwarz inequality statement
  558. Bounded linear maps are continuous statement
  559. Leibniz formula for determinants statement
  560. Proof of the chain rule with an auxiliary difference quotient proof
  561. Proof of the product rule proof
  562. Comparison test statement
  563. Proof of the linearity of differentiation proof
  564. Proof that sums and products of continuous functions are continuous proof
  565. Cauchy product of absolutely convergent series statement
  566. Bolzano–Weierstrass theorem statement
  567. Proof of the additivity of the integral over intervals proof
  568. Exponentials dominate powers in sequences statement
  569. Proof of the derivative of a map into a product proof
  570. Proof of the determinant of a block triangular matrix by the Leibniz formula proof
  571. Product of continuous functions is continuous statement
  572. Chain rule statement
  573. Product rule statement
  574. Proof that continuous functions on a closed bounded interval are uniformly continuous proof
  575. Linearity of differentiation statement
  576. Additivity of the integral over intervals statement
  577. Operator norm definition
  578. Proof of the Heine–Borel theorem by sequential compactness proof
  579. Proof of the Laplace expansion along a row by the Leibniz formula proof
  580. Ratio test statement
  581. Proof of the determinant of a triangular matrix by the Leibniz formula proof
  582. Proof that the determinant is multiplicative by expanding the rows proof
  583. Root test statement
  584. Proof that the determinant of a transpose equals the determinant proof
  585. Proof of the boundedness theorem by Bolzano–Weierstrass proof
  586. Proof of the Cauchy criterion for sequences by the Bolzano–Weierstrass theorem proof
  587. Derivative of a map into a product statement
  588. Proof of the constant multiple rule proof
  589. Continuous functions on a closed bounded interval are uniformly continuous statement
  590. Proof that power series are holomorphic in the disc of convergence proof
  591. Heine–Borel theorem statement
  592. Proof of the power rule by induction proof
  593. Boundedness theorem statement
  594. Determinant of a block triangular matrix statement
  595. Laplace expansion along a row statement
  596. Proof of the first fundamental theorem of calculus proof
  597. Determinant is multiplicative statement
  598. Ratio formula for the radius of convergence statement
  599. Determinant of a transpose statement
  600. Cauchy–Hadamard theorem statement
  601. Determinant of a triangular matrix statement
  602. Cauchy criterion for sequences statement
  603. Power series are holomorphic in the disc of convergence statement
  604. Constant multiple rule statement
  605. Derivative of a map into R^n by components statement
  606. Power rule statement
  607. Proof of the determinant of the inverse proof
  608. Proof of the Laplace expansion along a column by transposition proof
  609. Proof that similar matrices have the same characteristic polynomial proof
  610. Proof of the extreme value theorem by the Bolzano–Weierstrass theorem proof
  611. Proof that a continuous real function on a compact set attains its bounds proof
  612. Uniformly Cauchy sequence of functions definition
  613. Proof of the Cauchy criterion for series proof
  614. Extreme value theorem statement
  615. Proof of the formula for the derivative of a polynomial proof
  616. Continuous real function on a compact set attains its bounds statement
  617. Proof of Fermat's theorem on stationary points proof
  618. Determinant of the inverse statement
  619. Laplace expansion along a column statement
  620. Characteristic polynomial does not depend on the basis statement
  621. Cauchy criterion for series statement
  622. Derivative of a polynomial statement
  623. Proof that continuous functions are Riemann integrable proof
  624. Proof of the equivalence of norms in finite dimension by compactness of the unit sphere proof
  625. Proof that absolutely convergent series converge proof
  626. Proof of the product of a matrix and its adjugate by Laplace expansion proof
  627. Fermat's theorem on stationary points statement
  628. Continuous functions are Riemann integrable statement
  629. Equivalence of norms in finite dimension statement
  630. Product of a matrix and its adjugate statement
  631. Absolutely convergent series converge statement
  632. Proof of Rolle's theorem proof
  633. Rolle's theorem statement
  634. Proof that linear maps on finite-dimensional normed spaces are continuous proof
  635. Proof of the estimation lemma proof
  636. Proof of the mean value theorem for integrals proof
  637. Proof of the inverse in terms of the adjugate proof
  638. Proof of the Weierstrass M-test proof
  639. Linear maps on finite-dimensional spaces are continuous statement
  640. Estimation lemma statement
  641. Mean value theorem for integrals statement
  642. Proof of the mean value theorem from Rolle's theorem proof
  643. Inverse in terms of the adjugate statement
  644. Weierstrass M-test statement
  645. Mean value theorem statement
  646. First fundamental theorem of calculus statement
  647. Proof that a matrix is invertible iff its determinant is a unit proof
  648. Proof of the chain rule in several variables proof
  649. Proof that power series converge uniformly on smaller intervals inside the radius of convergence proof
  650. Proof that continuous partial derivatives imply differentiability proof
  651. Proof that the integral of a continuous function is an antiderivative proof
  652. Chain rule in several variables statement
  653. Proof that uniform convergence of derivatives allows term-by-term differentiation proof
  654. A matrix is invertible iff its determinant is a unit statement
  655. Power series converge uniformly on smaller discs inside the radius of convergence statement
  656. Proof of the second fundamental theorem of calculus proof
  657. The integral of a continuous function is an antiderivative statement
  658. Continuous partial derivatives imply differentiability statement
  659. Uniform convergence of derivatives allows term-by-term differentiation statement
  660. Proof of the chain rule for a composition with a curve proof
  661. Second fundamental theorem of calculus statement
  662. Proof that the eigenvalues are the roots of the characteristic polynomial proof
  663. Proof that the exponential series has infinite radius of convergence proof
  664. Proof of the fundamental theorem of calculus proof
  665. Chain rule for a composition with a curve statement
  666. Proof of integration by substitution proof
  667. The exponential series has infinite radius of convergence statement
  668. Proof of term-by-term differentiation proof
  669. Eigenvalues are the roots of the characteristic polynomial statement
  670. Integration by substitution statement
  671. Fundamental theorem of calculus statement
  672. Proof of the mean value inequality proof
  673. Term-by-term differentiation statement
  674. Exponential function definition
  675. Proof of the fundamental theorem of contour integration proof
  676. Proof of the exponential of a sum by the Cauchy product proof
  677. Mean value inequality statement
  678. Proof that power series are differentiable inside the radius of convergence proof
  679. Fundamental theorem of contour integration statement
  680. Exponential of a sum statement
  681. Proof that a zero derivative on a connected open set implies constant proof
  682. Power series are differentiable inside the radius of convergence statement
  683. Proof of Goursat's theorem by repeated subdivision proof
  684. Zero derivative on a connected open set implies constant statement
  685. Proof that the exponential function is its own derivative, by term-by-term differentiation proof
  686. Goursat's theorem statement
  687. The exponential function is its own derivative statement
  688. Proof of Cauchy's integral formula by a primitive of the difference quotient proof
  689. Proof of the power series of the exponential function proof
  690. Cauchy's integral formula statement
  691. Power series of the exponential function statement
  692. Proof that holomorphic functions are analytic proof
  693. Proof that the exponential of a sum of commuting matrices is the product of the exponentials proof
  694. Holomorphic functions are analytic statement
  695. Exponential of a sum of commuting matrices statement
  696. Proof that holomorphic functions are infinitely differentiable proof
  697. Holomorphic functions are infinitely differentiable statement
  698. Proof of Cauchy's integral formula for derivatives proof
  699. Cauchy's integral formula for derivatives statement
  700. Proof of Cauchy's estimates proof
  701. Cauchy's estimates statement
  702. Proof of Liouville's theorem by Cauchy's estimates proof
  703. Liouville's theorem statement
  704. Proof of the fundamental theorem of algebra by Liouville's theorem proof
  705. Fundamental theorem of algebra statement
  706. Proof of triangularisation by induction on the size proof
  707. Triangularisation statement
  708. Proof that the determinant of a matrix exponential is the exponential of the trace proof

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Further reading

  1. Web https://faculty.tcu.edu/richardson/Seminars/TrDet.pdf, Theorem det(exp A) = e^{tr A}
About this page
TagW69VC0G18A
URIm2://W69VC0G18A
Kindproof
WritingW0 stub
MSC15A16, 15A15
ProvesDeterminant of a matrix exponential
UsesMatrix exponential, Determinant, Trace of a matrix, Triangularisation, Upper triangular matrix, Complex exponential, Determinant of a triangular matrix, Exponential of a sum of commuting matrices, Trace of a product is symmetric, Determinant is multiplicative, Determinant of the identity matrix, Algebra of limits
Changed4 November 2026

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