Math 2.0

Ordinary differential equations Proof

Proof of the Picard–Lindelöf theorem

Builds on Picard–Lindelöf hypothesesPicard operatorAn iterate of the Picard operator is a contractionBanach fixed point theoremIntegral equation form of an initial value problemCompleteness of the space of bounded continuous functionsFinite-dimensional normed spaces are completeContinuous functions are Riemann integrableComposition of continuous functions is continuousLinearity of the integralMonotonicity of the integralCauchy–Schwarz inequality

Proof

We rewrite the problem as a fixed point problem for the Picard operator and use the Banach fixed point theorem.

  1. We assume tmin⁡<tmax⁡t_{\min} < t_{\max}, since a derivative within JJ needs more than one point. Let T=max⁡(tmax⁡−t0,t0−tmin⁡)T = \max(t_{\max} - t_0, t_0 - t_{\min}).
  2. ff is continuous on J×BJ \times B. Indeed, ∥f(s,x)−f(s′,x′)∥≤K∥x−x′∥+∥f(s,x′)−f(s′,x′)∥\norm{f(s, x) - f(s', x')} \le K \norm{x - x'} + \norm{f(s, x') - f(s', x')}, by condition (1) of the Picard–Lindelöf hypotheses. The last term tends to 00 as s→s′s \to s', by condition (2).
  3. Let π(x)=x\pi(x) = x if ∥x−x0∥≤a\norm{x - x_0} \le a, and π(x)=x0+a(x−x0)/∥x−x0∥\pi(x) = x_0 + a (x - x_0)/\norm{x - x_0} otherwise. Then π:ℝn→B\pi : \R^n \to B is continuous, since both formulas are continuous and agree where ∥x−x0∥=a\norm{x - x_0} = a. If a=0a = 0, then π\pi is the constant x0x_0.
  4. Let f~(t,x)=f(t,π(x))\tilde f(t, x) = f(t, \pi(x)). By steps 2 and 3, f~\tilde f is continuous on J×ℝnJ \times \R^n. It equals ff on J×BJ \times B, so it satisfies the hypotheses with the same constants a,L,Ka, L, K.
  5. For each continuous γ:J→ℝn\gamma : J \to \R^n, the map s↦f~(s,γ(s))s \mapsto \tilde f(s, \gamma(s)) is continuous, so it is integrable. So the Picard operator PP of f~\tilde f at (t0,x0)(t_0, x_0) is defined.
  6. Let XX be the set of continuous γ:J→B\gamma : J \to B, with d(γ,δ)=sup⁡t∈J∥γ(t)−δ(t)∥d(\gamma, \delta) = \sup_{t \in J} \norm{\gamma(t) - \delta(t)}. It is nonempty, since it contains the constant curve x0x_0.
  7. XX is complete. The curves in XX are bounded, and the space of bounded continuous maps J→ℝnJ \to \R^n is complete, since ℝn\R^n is complete. A Cauchy sequence (γk)(\gamma_k) in XX converges uniformly to a continuous γ\gamma.
  8. For t∈Jt \in J, ∥γ(t)−x0∥≤∥γ(t)−γk(t)∥+a\norm{\gamma(t) - x_0} \le \norm{\gamma(t) - \gamma_k(t)} + a, and the first term tends to 00. So γ∈X\gamma \in X, and γk→γ\gamma_k \to \gamma in XX.
  9. Lemma. If h:[c,e]→ℝnh : [c, e] \to \R^n and ϕ:[c,e]→ℝ\phi : [c, e] \to \R are integrable with ∥h∥≤ϕ\norm{h} \le \phi, then ∥∫ceh∥≤∫ceϕ\norm{\int_c^e h} \le \int_c^e \phi.
  10. Proof of the lemma: for v=∫ceh≠0v = \int_c^e h \ne 0, linearity gives ∥v∥2=∫cev⋅h\norm{v}^2 = \int_c^e v \cdot h. By Cauchy–Schwarz and monotonicity, this is at most ∥v∥∫ceϕ\norm{v} \int_c^e \phi.
  11. PP maps XX into XX. Let γ∈X\gamma \in X. By condition (3), ∥f~(s,γ(s))∥≤L\norm{\tilde f(s, \gamma(s))} \le L. The lemma gives ∥(Pγ)(t)−(Pγ)(t′)∥≤L∣t−t′∣\norm{(P\gamma)(t) - (P\gamma)(t')} \le L \abs{t - t'}, so PγP\gamma is continuous.
  12. The lemma also gives ∥(Pγ)(t)−x0∥≤L∣t−t0∣≤LT≤a\norm{(P\gamma)(t) - x_0} \le L \abs{t - t_0} \le L T \le a, by condition (4). So Pγ∈XP\gamma \in X.
  13. By the contraction lemma for the Picard operator, applied to f~\tilde f, there is m≥1m \ge 1 such that PmP^m is a contraction of XX.
  14. By the Banach fixed point theorem, PmP^m has exactly one fixed point α∈X\alpha \in X.
  15. Then Pm(Pα)=P(Pmα)=PαP^m(P\alpha) = P(P^m \alpha) = P\alpha, and Pα∈XP\alpha \in X. So PαP\alpha is a fixed point of PmP^m, and Pα=αP\alpha = \alpha by uniqueness.
  16. If β∈X\beta \in X and Pβ=βP\beta = \beta, then Pmβ=βP^m \beta = \beta, so β=α\beta = \alpha. Thus α\alpha is the only fixed point of PP in XX.
  17. Let γ:J→B\gamma : J \to B be continuous. Apply the integral equation form to f~\tilde f, which is continuous on J×ℝnJ \times \R^n, with U=ℝnU = \R^n.
  18. It says: γ(t0)=x0\gamma(t_0) = x_0 and γ\gamma has derivative f~(t,γ(t))\tilde f(t, \gamma(t)) within JJ at each t∈Jt \in J if and only if γ=Pγ\gamma = P\gamma.
  19. Since γ\gamma takes values in BB, where f~=f\tilde f = f, we have f~(t,γ(t))=f(t,γ(t))\tilde f(t, \gamma(t)) = f(t, \gamma(t)). So the curves of the statement are exactly the fixed points of PP in XX.
  20. By step 16, there is exactly one such curve, namely α\alpha.

Idea

A solution is the same as a solution of the integral equation, that is, a fixed point of the Picard operator. A high iterate of this operator is a contraction on the complete space of continuous curves in BB. The Banach fixed point theorem gives exactly one fixed point, hence exactly one solution.

Reading path

To understand this page from the ground up, read these 347 pages in order. The foundations come first. The path takes the proofs Proof that Darboux and Riemann integrals agree, Proof of the limit of a sum of sequences, Proof of Rolle's theorem, Proof of the approximation property of the supremum, Proof that every sequence has a monotone subsequence, by peaks, 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 completeness of the space of bounded continuous functions, 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 triangle inequality for norms, Proof of the sum of a finite geometric series, 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 equality of complex numbers, Proof that continuous functions on a closed bounded interval are uniformly continuous, 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 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 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 of the integral equation form of an initial value problem, 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 of the limit of a product of sequences, Proof that the absolute value is multiplicative, Proof of the squeeze theorem for sequences, Proof of the existence of square roots of nonnegative reals, 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 compact subsets of a Hausdorff space are closed, 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 the description of the open sets of a metric space, Proof of the Banach fixed point theorem by iteration, Proof of the triangle inequality for real numbers, Proof of the epsilon-N definition of the limit of a sequence, 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 of the existence of the infimum by negation, Proof of the equivalence of norms in finite dimension by compactness of the unit sphere, Proof that every spanning set contains a basis, by Zorn's lemma, Proof of Fermat's theorem on stationary points, Proof that limits preserve non-strict inequalities, Proof that closed sets contain their limits, Proof of the linearity of the integral, Proof of Zorn's lemma, Proof that metric spaces are Hausdorff, Proof that an iterate of the Picard operator is a contraction, Proof of the second fundamental theorem of calculus, Proof of the intermediate value theorem by the supremum, Proof of the epsilon-delta form of the limit of a function, Proof of the well-ordering principle from strong induction, Proof of the Bolzano–Weierstrass theorem by a monotone subsequence, Proof of the Archimedean property in an Archimedean ordered field, Proof that finite-dimensional normed spaces are complete, Proof that a continuous real function on a compact set attains its bounds, Proof that a composition of continuous functions is continuous, 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 that convergent sequences are bounded, Proof of the monotone convergence theorem for sequences, Proof that continuity is equivalent to sequential continuity, Proof that open balls are open, Proof of the monotonicity of the integral, Proof of the boundedness theorem by Bolzano–Weierstrass, Proof that a set is open if and only if its complement is closed, Proof of the fundamental theorem of calculus, Proof of the mean value theorem from Rolle's theorem, Proof of continuity via open sets in metric spaces, Proof that continuous functions are Riemann integrable, Proof of the constant multiple rule.

  1. Basis concept
  2. Complex numbers object
  3. Complex numbers as pairs of reals concept
  4. Construction of the reals from Cauchy sequences concept
  5. Coordinate space object
  6. Coordinate vector concept
  7. Definition by recursion concept
  8. Differential equation concept
  9. Element definition
  10. Euclidean metric example
  11. Extended real number line object
  12. Function concept
  13. Imaginary unit object
  14. Inner product concept
  15. Inner product space concept
  16. Integers object
  17. Interval concept
  18. Limit point of a set definition
  19. Linear isomorphism concept
  20. Linear map concept
  21. Local maximum definition
  22. Mathematical induction concept
  23. Natural numbers object
  24. Norm concept
  25. Norm induced by an inner product concept
  26. Ordered field definition
  27. Partition of an interval definition
  28. Peano axioms concept
  29. Proof of Zorn's lemma proof
  30. Proposition concept
  31. Rational numbers object
  32. Real numbers object
  33. Sequence definition
  34. Set bounded above definition
  35. Uniform metric on bounded functions example
  36. Vector space definition
  37. p-metric on R^n example
  38. Real and imaginary parts definition
  39. Set definition
  40. Ordinary differential equation definition
  41. Lipschitz condition definition
  42. Ring of integers statement
  43. Limit of a function definition
  44. Local minimum definition
  45. Successor function definition
  46. Archimedean ordered field definition
  47. Mesh of a partition definition
  48. Refinement of a partition definition
  49. Riemann sum definition
  50. Conjunction definition
  51. Disjunction definition
  52. Implication definition
  53. Negation definition
  54. Predicate definition
  55. The reals form a field statement
  56. Real sequence definition
  57. Subsequence definition
  58. Infimum definition
  59. Supremum definition
  60. Inner product definition
  61. Linear combination definition
  62. Linear map definition
  63. Linear subspace definition
  64. Norm definition
  65. p-norm on R^n example
  66. Complex conjugate definition
  67. Empty set object
  68. Family of sets definition
  69. Ordered pair definition
  70. Continuity at a point definition
  71. Derivative definition
  72. Intersection definition
  73. Union definition
  74. Solution of an ordinary differential equation definition
  75. Riemann integrable function definition
  76. Addition of natural numbers definition
  77. Biconditional definition
  78. Truth table concept
  79. Modus ponens concept
  80. Existential quantifier definition
  81. Universal quantifier definition
  82. Proof of the Archimedean property in an Archimedean ordered field proof
  83. The rationals form a field statement
  84. The successor function is injective statement
  85. Zero is not a successor statement
  86. Bounded sequence definition
  87. Cauchy sequence definition
  88. Geometric sequence definition
  89. Limit of a sequence definition
  90. Monotone sequence definition
  91. Inner product space definition
  92. Linear independence definition
  93. Linear isomorphism definition
  94. Linear span definition
  95. Completeness axiom statement
  96. Cartesian product definition
  97. Proof of the equality of complex numbers proof
  98. Continuous function definition
  99. Antiderivative definition
  100. Differentiable function definition
  101. Initial value problem definition
  102. Union of a family of sets definition
  103. Riemann integral definition
  104. Subset definition
  105. Archimedean property statement
  106. Proof of the commutativity of addition by induction proof
  107. Mathematical proof concept
  108. Uniqueness quantifier definition
  109. Propositional logic concept
  110. Order on the natural numbers definition
  111. The rationals form an ordered field statement
  112. Proof of the sum of a finite geometric series proof
  113. Convergent sequence definition
  114. Sequential continuity definition
  115. Upper and lower Darboux sums definition
  116. Norm induced by an inner product definition
  117. Spanning set definition
  118. Equality of complex numbers statement
  119. Proof that a composition of continuous functions is continuous proof
  120. Binary relation definition
  121. Picard–Lindelöf hypotheses definition
  122. Universal set definition
  123. Topological space definition
  124. Definite integral definition
  125. Order on the reals definition
  126. Tautology definition
  127. Commutativity of addition statement
  128. Proof of strong induction from ordinary induction proof
  129. Sum of a finite geometric series statement
  130. Upper and lower Darboux integrals definition
  131. Finite-dimensional vector space definition
  132. Basis definition
  133. Antisymmetric relation definition
  134. Reflexive relation definition
  135. Transitive relation definition
  136. Picard operator definition
  137. Sequential compactness definition
  138. Subspace topology definition
  139. Complement definition
  140. Function definition
  141. Interval definition
  142. Logical equivalence definition
  143. Coordinate vector definition
  144. Strong induction statement
  145. Preorder definition
  146. Proof of the epsilon-delta form of continuity proof
  147. Choice function definition
  148. Proof of the epsilon-delta form of the limit of a function proof
  149. Codomain definition
  150. Function composition definition
  151. Identity function definition
  152. Injective function definition
  153. Image of a set definition
  154. Preimage of a set definition
  155. Proof of the well-ordering principle from strong induction proof
  156. Metric space definition
  157. Proof of the double negation law by a truth table proof
  158. Partial order definition
  159. Epsilon-delta definition of continuity statement
  160. Epsilon-delta definition of a limit statement
  161. Axiom of choice statement
  162. Left inverse definition
  163. Right inverse definition
  164. Surjective function definition
  165. Closed ball definition
  166. Convergence of a sequence in a metric space definition
  167. Lipschitz map definition
  168. Open ball definition
  169. Triangle inequality for a metric statement
  170. Double negation law statement
  171. Diameter of a set definition
  172. Well-ordering principle statement
  173. Maximal element definition
  174. Total order definition
  175. Upper bound definition
  176. Uniform continuity definition
  177. Composition of continuous functions is continuous statement
  178. Bijective function definition
  179. Metric topology definition
  180. Bounded set definition
  181. Contraction mapping definition
  182. Proof by contradiction concept
  183. Proof of the diameter characterisation of Cauchy sequences proof
  184. Proof that every sequence has a monotone subsequence, by peaks proof
  185. Chain definition
  186. Uniform continuity on a set definition
  187. Open set definition
  188. Proof that a function is bijective iff it has a two-sided inverse proof
  189. Epsilon characterisation of Cauchy sequences statement
  190. Proof that the reals form an ordered field, with the Cauchy sequence construction proof
  191. Every sequence has a monotone subsequence statement
  192. Hausdorff space definition
  193. Open cover definition
  194. Bijective iff it has a two-sided inverse statement
  195. Closed set definition
  196. Proof that open sets are the sets that are neighbourhoods of all their points proof
  197. Continuous map of topological spaces definition
  198. Equivalent metrics definition
  199. Zorn's lemma statement
  200. Proof of the description of the open sets of a metric space proof
  201. Complete metric space definition
  202. The reals form an ordered field statement
  203. Compact space definition
  204. Proof that a set is open if and only if its complement is closed proof
  205. Open sets characterised by neighbourhoods statement
  206. Equivalent norms definition
  207. Open sets of a metric space statement
  208. Proof that the coordinate map is a linear isomorphism proof
  209. Absolute value definition
  210. Proof that every spanning set contains a basis, by Zorn's lemma proof
  211. Proof of the approximation property of the supremum proof
  212. Proof of the existence of the infimum by negation proof
  213. Proof of the existence of square roots of nonnegative reals proof
  214. Complement of an open set is closed statement
  215. Compact set definition
  216. Continuity at a point of a topological space definition
  217. Banach space definition
  218. Proof that closed sets contain their limits proof
  219. Proof of the triangle inequality for real numbers proof
  220. Proof that the absolute value is multiplicative proof
  221. Proof that open balls are open proof
  222. Every spanning set contains a basis statement
  223. Isomorphism with the coordinate space statement
  224. Proof of the epsilon-N definition of the limit of a sequence proof
  225. Approximation property of the supremum statement
  226. Existence of the infimum statement
  227. Existence of square roots of nonnegative reals statement
  228. Proof that compactness of a subset can be tested with open sets of the ambient space proof
  229. Proof of continuity via closed sets proof
  230. Closed sets contain their limits statement
  231. Triangle inequality statement
  232. Absolute value is multiplicative statement
  233. Open balls are open statement
  234. Square root definition
  235. Proof of the intermediate value theorem by the supremum proof
  236. Epsilon-N definition of the limit of a sequence statement
  237. Proof that the reals are Archimedean from the completeness axiom proof
  238. Compactness via open covers statement
  239. Modulus of a complex number definition
  240. Continuity via closed sets statement
  241. Intermediate value theorem statement
  242. Proof of the limit of a sum of sequences proof
  243. Proof of epsilon-delta continuity at a point in metric spaces proof
  244. Proof of the Lebesgue number lemma by a finite cover of balls proof
  245. Proof of the uniqueness of limits proof
  246. Proof of continuity via open sets in metric spaces proof
  247. Proof of the squeeze theorem for sequences proof
  248. Proof of the linearity of the integral proof
  249. Proof that metric spaces are Hausdorff proof
  250. Proof that limits preserve non-strict inequalities proof
  251. Proof of the completeness of the space of bounded continuous functions proof
  252. Proof that convergent sequences are bounded proof
  253. The reals are Archimedean statement
  254. Proof that subsequences of a convergent sequence converge to the same limit proof
  255. Proof of the monotone convergence theorem for sequences proof
  256. Proof that compact subsets of a Hausdorff space are closed proof
  257. Proof that a complex number times its conjugate is the square of its modulus proof
  258. Proof that a continuous image of a compact set is compact proof
  259. Lebesgue number lemma statement
  260. Epsilon-delta continuity in metric spaces statement
  261. Proof that compact subsets of a metric space are bounded proof
  262. Proof that compactness and sequential compactness agree in metric spaces proof
  263. Metric spaces are Hausdorff statement
  264. Linearity of the integral statement
  265. Proof of the monotonicity of the integral proof
  266. Limit of a sum of sequences statement
  267. Proof of the triangle inequality for norms proof
  268. Uniqueness of limits statement
  269. Limits preserve non-strict inequalities statement
  270. Proof that Darboux and Riemann integrals agree proof
  271. Convergent sequences are bounded statement
  272. Completeness of the space of bounded continuous functions statement
  273. Squeeze theorem statement
  274. Subsequences of a convergent sequence converge to the same limit statement
  275. Proof that there is a natural number n with 1/n below any positive epsilon proof
  276. Monotone convergence theorem for sequences statement
  277. A complex number times its conjugate statement
  278. Compact subsets of a Hausdorff space are closed statement
  279. Continuous image of a compact set is compact statement
  280. Compactness and sequential compactness agree in metric spaces statement
  281. Continuity via open sets statement
  282. Compact subsets of a metric space are bounded statement
  283. Proof of the limit of a product of sequences proof
  284. Monotonicity of the integral statement
  285. Darboux and Riemann integrals agree statement
  286. There is a natural number n with 1/n below any positive epsilon statement
  287. Triangle inequality for norms statement
  288. Proof that a decreasing sequence bounded below converges proof
  289. The sequence r^n tends to zero for |r| < 1 example
  290. Proof of the Banach fixed point theorem by iteration proof
  291. Proof of the sequential characterization of limits proof
  292. Proof that continuity is equivalent to sequential continuity proof
  293. Proof of the Cauchy–Schwarz inequality proof
  294. Proof of Riemann's criterion for integrability proof
  295. Limit of a product of sequences statement
  296. Decreasing sequence bounded below converges statement
  297. Banach fixed point theorem statement
  298. Continuity is equivalent to sequential continuity statement
  299. Sequential characterization of limits statement
  300. Riemann's criterion for integrability statement
  301. Proof of the Bolzano–Weierstrass theorem by a monotone subsequence proof
  302. Cauchy–Schwarz inequality statement
  303. Proof that an iterate of the Picard operator is a contraction proof
  304. Proof of the linearity of differentiation proof
  305. Bolzano–Weierstrass theorem statement
  306. Proof of the additivity of the integral over intervals proof
  307. An iterate of the Picard operator is a contraction statement
  308. Additivity of the integral over intervals statement
  309. Linearity of differentiation statement
  310. Proof that continuous functions on a closed bounded interval are uniformly continuous proof
  311. Proof of the Heine–Borel theorem by sequential compactness proof
  312. Proof of the boundedness theorem by Bolzano–Weierstrass proof
  313. Completeness of the real numbers statement
  314. Continuous functions on a closed bounded interval are uniformly continuous statement
  315. Proof of the constant multiple rule proof
  316. Boundedness theorem statement
  317. Heine–Borel theorem statement
  318. Proof of the first fundamental theorem of calculus proof
  319. Constant multiple rule statement
  320. Proof of the extreme value theorem by the Bolzano–Weierstrass theorem proof
  321. Proof that a continuous real function on a compact set attains its bounds proof
  322. Extreme value theorem statement
  323. Continuous real function on a compact set attains its bounds statement
  324. Proof of Fermat's theorem on stationary points proof
  325. Proof that continuous functions are Riemann integrable proof
  326. Proof of the equivalence of norms in finite dimension by compactness of the unit sphere proof
  327. Fermat's theorem on stationary points statement
  328. Continuous functions are Riemann integrable statement
  329. Proof of Rolle's theorem proof
  330. Equivalence of norms in finite dimension statement
  331. Rolle's theorem statement
  332. Proof of the mean value theorem for integrals proof
  333. Proof that finite-dimensional normed spaces are complete proof
  334. Proof of the mean value theorem from Rolle's theorem proof
  335. Mean value theorem for integrals statement
  336. Finite-dimensional normed spaces are complete statement
  337. Mean value theorem statement
  338. First fundamental theorem of calculus statement
  339. Proof that the integral of a continuous function is an antiderivative proof
  340. Proof of the second fundamental theorem of calculus proof
  341. The integral of a continuous function is an antiderivative statement
  342. Second fundamental theorem of calculus statement
  343. Proof of the fundamental theorem of calculus proof
  344. Fundamental theorem of calculus statement
  345. Proof of the integral equation form of an initial value problem proof
  346. Integral equation form of an initial value problem statement
  347. Proof of the Picard–Lindelöf theorem proof

Where this leads

163 pages build on this one.

Further reading

  1. Web https://en.wikipedia.org/wiki/Picard%E2%80%93Lindel%C3%B6f_theorem, Detailed proof
About this page
TagYBHTJDZ5RM
URIm2://YBHTJDZ5RM
Kindproof
WritingW0 stub
MSC34A12
ProvesPicard–Lindelöf theorem
UsesPicard–Lindelöf hypotheses, Picard operator, An iterate of the Picard operator is a contraction, Banach fixed point theorem, Integral equation form of an initial value problem, Completeness of the space of bounded continuous functions, Finite-dimensional normed spaces are complete, Continuous functions are Riemann integrable, Composition of continuous functions is continuous, Linearity of the integral, Monotonicity of the integral, Cauchy–Schwarz inequality
Changed4 November 2026

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