Math 2.0

Operator theory Proof

Proof of the spectral theorem for self-adjoint operators by induction on the dimension

Builds on Inner productSelf-adjoint operatorEigenvalueEigenvectorOrthonormal basisExistence of an orthonormal basisCoordinates in an orthonormal basisExistence of an eigenvalue over an algebraically closed fieldFundamental theorem of algebraAlgebraically closed fieldEigenvalues of a self-adjoint operator are realOrthogonal complementDimension of the orthogonal complementAn orthonormal family is linearly independentLinearly independent set of the right size is a basis

Proof

We argue by induction on n=dim⁡Vn = \dim V. Steps 2 to 11 show that TT has an eigenvalue in the scalar field.

  1. Let 𝕂\mathbb{K} be ℝ\R or ℂ\C. For n≥0n \ge 0, let P(n)P(n) be the following claim. Let VV be an nn-dimensional inner product space over 𝕂\mathbb{K}, and let T ⁣:V→VT \colon V \to V be self-adjoint. Then VV has an orthonormal basis of eigenvectors of TT.
  2. Base case n=0n = 0. Then V={0}V = \set{0}, and the empty family is an orthonormal basis. It vacuously consists of eigenvectors. So P(0)P(0) holds.
  3. Let n≥1n \ge 1, and let VV and TT be as in P(n)P(n), with inner product ⟨⋅,⋅⟩\ip{\cdot}{\cdot}. If 𝕂=ℂ\mathbb{K} = \C, then ℂ\C is algebraically closed by the fundamental theorem of algebra. So TT has an eigenvalue.
  4. Now let 𝕂=ℝ\mathbb{K} = \R. Take an orthonormal basis e1,…,ene_1, \dots, e_n of VV, and set aij=⟨T(ej),ei⟩∈ℝa_{ij} = \ip{T(e_j)}{e_i} \in \R. By the formula for coordinates, T(ej)=∑iaijeiT(e_j) = \sum_{i} a_{ij} e_i.
  5. Over ℝ\R, conjugate symmetry is symmetry. So self-adjointness gives aji=⟨T(ei),ej⟩=⟨ei,T(ej)⟩=⟨T(ej),ei⟩=aija_{ji} = \ip{T(e_i)}{e_j} = \ip{e_i}{T(e_j)} = \ip{T(e_j)}{e_i} = a_{ij}. Let A=(aij)A = (a_{ij}), a real symmetric matrix.
  6. View AA as a complex matrix. Since ℂn≠{0}\C^n \ne \set{0}, the existence of an eigenvalue over ℂ\C, applied to z↦Azz \mapsto Az, gives λ∈ℂ\lambda \in \C and z∈ℂnz \in \C^n with z≠0z \ne 0 and Az=λzAz = \lambda z.
  7. Set s=∑i,jzi‾ aijzjs = \sum_{i,j} \overline{z_i}\, a_{ij} z_j. Since ∑jaijzj=λzi\sum_j a_{ij} z_j = \lambda z_i, we get s=λ∑i∣zi∣2s = \lambda \sum_i \abs{z_i}^2.
  8. Since the aija_{ij} are real, s‾=∑i,jziaijzj‾\overline{s} = \sum_{i,j} z_i a_{ij} \overline{z_j}. Exchanging the names ii and jj and using aji=aija_{ji} = a_{ij} gives s‾=s\overline{s} = s. So ss is real.
  9. The number ∑i∣zi∣2\sum_i \abs{z_i}^2 is real and positive, as z≠0z \ne 0. By step 7, λ\lambda is real.
  10. Write z=x+iyz = x + i y with x,y∈ℝnx, y \in \R^n. Since AA and λ\lambda are real, comparing real and imaginary parts of Az=λzAz = \lambda z gives Ax=λxAx = \lambda x and Ay=λyAy = \lambda y.
  11. As z≠0z \ne 0, one of x,yx, y is nonzero; call it cc. Set v=∑jcjejv = \sum_j c_j e_j, which is nonzero. By step 4, T(v)=∑i(∑jaijcj)ei=∑iλciei=λvT(v) = \sum_i \big(\sum_j a_{ij} c_j\big) e_i = \sum_i \lambda c_i e_i = \lambda v. So λ∈ℝ\lambda \in \R is an eigenvalue of TT.
  12. In both cases, let λ\lambda be an eigenvalue of TT and vv an eigenvector for it. By the theorem on eigenvalues, λ\lambda is real.
  13. Set e=v/∥v∥e = v / \norm{v}. Then ⟨e,e⟩=1\ip{e}{e} = 1 and T(e)=λeT(e) = \lambda e.
  14. Let WW be the orthogonal complement of the line L={ae:a∈𝕂}L = \set{a e : a \in \mathbb{K}}. A vector ww lies in WW if and only if ⟨w,e⟩=0\ip{w}{e} = 0, by linearity in the first argument and conjugate symmetry.
  15. By the dimension formula, dim⁡W=n−dim⁡L=n−1\dim W = n - \dim L = n - 1.
  16. Let w∈Ww \in W. Then ⟨T(w),e⟩=⟨w,T(e)⟩=⟨w,λe⟩=λ⟨e,w⟩‾=λ⟨e,w⟩‾=λ⟨w,e⟩=0\ip{T(w)}{e} = \ip{w}{T(e)} = \ip{w}{\lambda e} = \overline{\lambda \ip{e}{w}} = \lambda \overline{\ip{e}{w}} = \lambda \ip{w}{e} = 0, as λ\lambda is real. So T(w)∈WT(w) \in W.
  17. The restriction of ⟨⋅,⋅⟩\ip{\cdot}{\cdot} to WW is an inner product. Let S ⁣:W→WS \colon W \to W be S(w)=T(w)S(w) = T(w). It maps into WW by step 16, and it is linear since TT is.
  18. For w,w′∈Ww, w' \in W, ⟨S(w),w′⟩=⟨T(w),w′⟩=⟨w,T(w′)⟩=⟨w,S(w′)⟩\ip{S(w)}{w'} = \ip{T(w)}{w'} = \ip{w}{T(w')} = \ip{w}{S(w')}. So SS is self-adjoint on WW.
  19. By P(n−1)P(n - 1), WW has an orthonormal basis f2,…,fnf_2, \dots, f_n of eigenvectors of SS. Each fkf_k is nonzero and satisfies T(fk)=S(fk)=μkfkT(f_k) = S(f_k) = \mu_k f_k for some μk\mu_k, so it is an eigenvector of TT.
  20. Put f1=ef_1 = e. Each fkf_k with k≥2k \ge 2 lies in WW, so ⟨fk,f1⟩=0\ip{f_k}{f_1} = 0, and ⟨f1,fk⟩=0‾=0\ip{f_1}{f_k} = \overline{0} = 0. With steps 13 and 19, f1,…,fnf_1, \dots, f_n is orthonormal.
  21. An orthonormal family is linearly independent. These nn vectors in the nn-dimensional space VV therefore form a basis.
  22. So f1,…,fnf_1, \dots, f_n is an orthonormal basis of eigenvectors of TT. This proves P(n)P(n), and by induction P(n)P(n) holds for all nn.
  23. The eigenvalues of these eigenvectors are real, by the theorem on eigenvalues.

Idea

Find one unit eigenvector ee, then look at the hyperplane orthogonal to it. Self-adjointness makes this hyperplane invariant, and TT stays self-adjoint there, so induction gives the rest of the basis. Over ℝ\R, the eigenvalue comes from viewing the symmetric matrix over ℂ\C: its complex eigenvalues are real, so a real eigenvector exists.

Reading path

To understand this page from the ground up, read these 629 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 associativity of matrix multiplication, 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 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 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 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 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 existence of an orthonormal basis by the Gram–Schmidt process, 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 Grassmann's formula by extending a basis of the intersection, Proof of the distributivity of matrix multiplication, Proof that the eigenvalues of a self-adjoint operator are real, Proof that the matrix of a composition is the product of the matrices, 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 of the derivative as a little-o approximation, Proof that disjoint cycles commute, 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 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 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 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 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 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 the trace is a coefficient of the characteristic polynomial by the Leibniz formula, 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 the chain rule for a composition with a curve, Proof that the Gram–Schmidt vectors are orthogonal, 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 of Cauchy's integral formula for derivatives, Proof of the description of the open sets of a metric space, Proof that an orthonormal family is linearly independent, 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 of the formula for the dimension of the orthogonal complement, Proof that the sign is a homomorphism, Proof of the comparison test, Proof of the existence of an eigenvalue over an algebraically closed field, 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 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 integration by substitution, Proof of the formula for coordinates in an orthonormal basis, 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 that differentiable functions are continuous, 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 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 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 Cantor's intersection theorem, Proof of the additivity of the integral over intervals, Proof that a decreasing sequence bounded below converges, Proof that the reals are Archimedean from the completeness axiom, Proof of the ratio test, Proof that holomorphic functions are analytic, Proof that convergent sequences are bounded, Proof that a space is the direct sum of a finite-dimensional subspace and its orthogonal complement, 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 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 that Lipschitz maps are uniformly continuous, 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 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 that an intersection of subspaces is a subspace, Proof of the constant multiple rule, Proof that similar matrices have the same characteristic polynomial.

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

Where this leads

32 pages build on this one.

Further reading

  1. Web https://en.wikipedia.org/wiki/Spectral_theorem, Hermitian maps and Hermitian matrices
About this page
TagA81KPS16D7
URIm2://A81KPS16D7
Kindproof
WritingW0 stub
MSC47B15, 15A18
ProvesSpectral theorem
UsesInner product, Self-adjoint operator, Eigenvalue, Eigenvector, Orthonormal basis, Existence of an orthonormal basis, Coordinates in an orthonormal basis, Existence of an eigenvalue over an algebraically closed field, Fundamental theorem of algebra, Algebraically closed field, Eigenvalues of a self-adjoint operator are real, Orthogonal complement, Dimension of the orthogonal complement, An orthonormal family is linearly independent, Linearly independent set of the right size is a basis
Changed4 November 2026

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