Carathéodory's theorem (convex hull)

Carathéodory's theorem (convex hull) Pour d'autres usages, see Carathéodory's theorem (désambiguïsation). An illustration of Carathéodory's theorem for a square in R2 Carathéodory's theorem is a theorem in convex geometry. It states that if a point x of Rd lies in the convex hull of a set P, then x can be written as the convex combination of at most d + 1 points in P. À savoir, there is a subset P′ of P consisting of d + 1 or fewer points such that x lies in the convex hull of P′. De manière équivalente, x lies in an r-simplex with vertices in P, où {displaystyle rleq d} . The smallest r that makes the last statement valid for each x in the convex hull of P is defined as the Carathéodory's number of P. Depending on the properties of P, upper bounds lower than the one provided by Carathéodory's theorem can be obtained.[1] Note that P need not be itself convex. A consequence of this is that P′ can always be extremal in P, as non-extremal points can be removed from P without changing the membership of x in the convex hull.
The similar theorems of Helly and Radon are closely related to Carathéodory's theorem: the latter theorem can be used to prove the former theorems and vice versa.[2] The result is named for Constantin Carathéodory, qui a prouvé le théorème de 1911 for the case when P is compact.[3] Dans 1914 Ernst Steinitz expanded Carathéodory's theorem for any sets P in Rd.[4] Contenu 1 Exemple 2 Preuve 3 Variantes 3.1 Carathéodory's theorem for the conical hull 3.2 Dimensionless variant 3.3 Colorful Carathéodory theorem 4 Voir également 5 Remarques 6 Lectures complémentaires 7 External links Example Consider a set P = {(0,0), (0,1), (1,0), (1,1)} which is a subset of R2. The convex hull of this set is a square. Consider now a point x = (1/4, 1/4), which is in the convex hull of P. We can then construct a set {(0,0),(0,1),(1,0)} = P′, the convex hull of which is a triangle and encloses x, and thus the theorem works for this instance, puisque |P′| = 3. It may help to visualise Carathéodory's theorem in 2 dimensions, as saying that we can construct a triangle consisting of points from P that encloses any point in P.
Proof Let x be a point in the convex hull of P. Alors, x is a convex combination of a finite number of points in P : {style d'affichage mathbf {X} =somme _{j=1}^{k}lambda _{j}mathbf {X} _{j}} where every xj is in P, every λj is (w.l.o.g.) positif, et {somme de style d'affichage _{j=1}^{k}lambda _{j}=1} .
Suppose k > d + 1 (Par ailleurs, il n'y a rien à prouver). Alors, the vectors x2 − x1, ..., xk − x1 are linearly dependent, so there are real scalars μ2, ..., μk, not all zero, tel que {somme de style d'affichage _{j=2}^{k}dans _{j}(mathbf {X} _{j}-mathbf {X} _{1})= mathbf {0} .} If μ1 is defined as {style d'affichage lui _{1}:=-sum _{j=2}^{k}dans _{j}} alors {somme de style d'affichage _{j=1}^{k}dans _{j}mathbf {X} _{j}= mathbf {0} } {somme de style d'affichage _{j=1}^{k}dans _{j}=0} and not all of the μj are equal to zero. Par conséquent, at least one μj > 0. Alors, {style d'affichage mathbf {X} =somme _{j=1}^{k}lambda _{j}mathbf {X} _{j}-alpha sum _{j=1}^{k}dans _{j}mathbf {X} _{j}=somme _{j=1}^{k}(lambda _{j}-alpha mu _{j})mathbf {X} _{j}} for any real α. En particulier, the equality will hold if α is defined as {style d'affichage alpha :=min _{1leq jleq k}la gauche{{tfrac {lambda _{j}}{dans _{j}}}:dans _{j}>0right}={tfrac {lambda _{je}}{dans _{je}}}.} Note that α > 0, and for every j between 1 and k, {style d'affichage lambda _{j}-alpha mu _{j}gq 0.} En particulier, λi − αμi = 0 by definition of α. Par conséquent, {style d'affichage mathbf {X} =somme _{j=1}^{k}(lambda _{j}-alpha mu _{j})mathbf {X} _{j}} where every {style d'affichage lambda _{j}-alpha mu _{j}} is nonnegative, their sum is one , and furthermore, {style d'affichage lambda _{je}-alpha mu _{je}=0} . Autrement dit, x is represented as a convex combination of at most k-1 points of P. This process can be repeated until x is represented as a convex combination of at most d + 1 points in P.
Alternative proofs uses Helly's theorem or the Perron–Frobenius theorem.[5][6] Variants Carathéodory's theorem for the conical hull If a point x of Rd lies in the conical hull of a set P, then x can be written as the conical combination of at most d points in P. À savoir, there is a subset P′ of P consisting of d or fewer points, such that x lies in the conical hull of P′.[7]: 257 The proof is similar to the original theorem; the difference is that, in a d-dimensional space, the maximum size of a linearly-independent set is d, while the maximum size of an affinely-independent set is d+1.[8] Dimensionless variant Recently, Adiprasito, Barany, Mustafa and Terpai proved a variant of Caratheodory's theorem that does not depend on the dimension of the space.[9] Colorful Carathéodory theorem Let X1, ..., Xd+1 be sets in Rd and let x be a point contained in the intersection of the convex hulls of all these d+1 sets.
Then there is a set T = {x1, ..., xd+1}, where x1 ∈ X1, ..., xd+1 ∈ Xd+1, such that the convex hull of T contains the point x.[10] By viewing the sets X1, ..., Xd+1 as different colors, the set T is made by points of all colors, hence the "colorful" in the theorem's name.[11] The set T is also called a rainbow simplex, since it is a d-dimensional simplex in which each corner has a different color.[12] This theorem has a variant in which the convex hull is replaced by the conical hull.[10]: Thm.2.2 Let X1, ..., Xd be sets in Rd and let x be a point contained in the intersection of the conical hulls of all these d sets. Then there is a set T = {x1, ..., xd}, where x1 ∈ X1, ..., xd ∈ Xd, such that the conical hull of T contains the point x.[10] Mustafa and Ray extended this colorful theorem from points to convex bodies.[12] The computational problem of finding the colorful set lies in the intersection of the complexity classes PPAD and PLS.[13] See also Shapley–Folkman lemma Helly's theorem Kirchberger's theorem Radon's theorem, and its generalization Tverberg's theorem Krein–Milman theorem Choquet theory Notes ^ Bárány, Imre; Karasev, Roman (2012-07-20). "Notes About the Carathéodory Number". Discrete & Computational Geometry. 48 (3): 783–792. arXiv:1112.5942. est ce que je:10.1007/s00454-012-9439-z. ISSN 0179-5376. S2CID 9090617. ^ Danzer, L; Grünbaum, B; Klee, V. (1963). "Helly's theorem and its relatives". Convexity. Proc. Symp. Pure Math. Volume. 7. Société mathématique américaine. pp. 101–179. See in particular p.109 ^ Carathéodory, C. (1911). "Über den Variabilitätsbereich der Fourier'schen Konstanten von positiven harmonischen Funktionen". Rendiconti del Circolo Matematico di Palermo (1884–1940) (en allemand). 32 (1): 193–217[see p.200 bottom]. est ce que je:10.1007/BF03014795. S2CID 120032616. ^ Steinitz, Ernst (1913). "Bedingt konvergente Reihen und konvexe Systeme". J. Reine Angew. Math. 1913 (143): 128–175. est ce que je:10.1515/crll.1913.143.128. S2CID 120411668. ^ Eggleston, H. g. (1958). Convexity. la presse de l'Universite de Cambridge. est ce que je:10.1017/cbo9780511566172. ISBN 9780511566172. See pages 40–41. ^ Naszódi, Márton; Polyanskii, Alexandr (2021). "Perron and Frobenius Meet Carathéodory". The Electronic Journal of Combinatorics. 28 (3). arXiv:1901.00540. est ce que je:10.37236/9996. S2CID 119656227. ^ Lovász, László; Plummer, M. ré. (1986). Matching Theory. Annals of Discrete Mathematics. Volume. 29. Hollande du Nord. ISBN 0-444-87916-1. M 0859549. ^ "convex geometry - Caratheodory's theorem for vectors in a cone". Mathematics Stack Exchange. Récupéré 2020-07-22. ^ Adiprasito, Karim; Bárány, Imre; Mustafa, Nabil H.; Terpai, Thomas (2019-08-28). "Theorems of Carathéodory, Helly, and Tverberg without dimension". arXiv:1806.08725 [math.MG]. ^ Sauter à: a b c Bárány, Imre (1982-01-01). "A generalization of carathéodory's theorem". Mathématiques discrètes. 40 (2–3): 141–152. est ce que je:10.1016/0012-365X(82)90115-7. ISSN 0012-365X. ^ Montejano, Louis; Fabila, Ruy; Bracho, Javier; Bárány, Imre; Arocha, Jorge L. (2009-09-01). "Very Colorful Theorems". Discrete & Computational Geometry. 42 (2): 142–154. est ce que je:10.1007/s00454-009-9180-4. ISSN 1432-0444. ^ Sauter à: a b Mustafa, Nabil H.; Rayon, Saurabh (2016-04-06). "An optimal generalization of the Colorful Carathéodory theorem". Mathématiques discrètes. 339 (4): 1300–1305. est ce que je:10.1016/j.disc.2015.11.019. ISSN 0012-365X. ^ Meunier, Frédérique; Mulzer, Wolfgang; Sarrabezolles, Pauline; Stein, Yannik (2017-01-01), "The Rainbow at the End of the Line ? A PPAD Formulation of the Colorful Carathéodory Theorem with Applications", Proceedings of the 2017 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA), Procédure, Society for Industrial and Applied Mathematics, pp. 1342–1351, est ce que je:10.1137/1.9781611974782.87, récupéré 2022-05-03 Further reading Eckhoff, J. (1993). "Helly, Radon, and Carathéodory type theorems". Handbook of Convex Geometry. Volume. UN, B. Amsterdam: Hollande du Nord. pp. 389–448. Mustafa, Nabil; Meunier, Frédérique; Goaoc, Xavier; De Loera, Jesús (2019). "The discrete yet ubiquitous theorems of Carathéodory, Helly, Sperner, Tucker, and Tverberg". Bulletin de l'American Mathematical Society. 56 (3): 415–511. arXiv:1706.05975. est ce que je:10.1090/bull/1653. ISSN 0273-0979. S2CID 32071768. External links Concise statement of theorem in terms of convex hulls (at PlanetMath) Catégories: Theorems in convex geometryConvex hullsGeometric transversal theoryTheorems in discrete geometry
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