TY - GEN
T1 - The rainbow at the end of the line - A PPAD formulation of the colorful carathéodory theorem with applications
AU - Meunier, Frédéric
AU - Mulzer, Wolfgang
AU - Sarrabezolles, Pauline
AU - Stein, Yannik
N1 - Publisher Copyright:
Copyright © by SIAM.
PY - 2017/1/1
Y1 - 2017/1/1
N2 - Let C1, ...,Cd+1 be d + 1 point sets in Rd, each containing the origin in its convex hull. A subset C of Sd+1 i=1 Ci is called a colorful choice (or rainbow) for C1, . . . ,Cd+1, if it contains exactly one point from each set Ci. The colorful Carathéodory theorem states that there always exists a colorful choice for C1, . . . ,Cd+1 that has the origin in its convex hull. This theorem is very general and can be used to prove several other existence theorems in high-dimensional discrete geometry, such as the centerpoint theorem or Tverberg's theorem. The colorful Carathéodory problem (ColorfulCarathéodory) is the computational problem of finding such a colorful choice. Despite several efforts in the past, the computational complexity of ColorfulCarathéodory in arbitrary dimension is still open. We show that ColorfulCarathéodory lies in the intersection of the complexity classes PPAD and PLS. This makes it one of the few geometric problems in PPAD and PLS that are not known to be solvable in polynomial time. Moreover, it implies that the problem of computing centerpoints, computing Tverberg partitions, and computing points with large simplicial depth is contained in PPAD PLS. This is the first nontrivial upper bound on the complexity of these problems. Finally, we show that our PPAD formulation leads to a polynomial-time algorithm for a special case of ColorfulCarathéodory in which we have only two color classes C1 and C2 in d dimensions, each with the origin in its convex hull, and we would like to find a set with half the points from each color class that contains the origin in its convex hull.
AB - Let C1, ...,Cd+1 be d + 1 point sets in Rd, each containing the origin in its convex hull. A subset C of Sd+1 i=1 Ci is called a colorful choice (or rainbow) for C1, . . . ,Cd+1, if it contains exactly one point from each set Ci. The colorful Carathéodory theorem states that there always exists a colorful choice for C1, . . . ,Cd+1 that has the origin in its convex hull. This theorem is very general and can be used to prove several other existence theorems in high-dimensional discrete geometry, such as the centerpoint theorem or Tverberg's theorem. The colorful Carathéodory problem (ColorfulCarathéodory) is the computational problem of finding such a colorful choice. Despite several efforts in the past, the computational complexity of ColorfulCarathéodory in arbitrary dimension is still open. We show that ColorfulCarathéodory lies in the intersection of the complexity classes PPAD and PLS. This makes it one of the few geometric problems in PPAD and PLS that are not known to be solvable in polynomial time. Moreover, it implies that the problem of computing centerpoints, computing Tverberg partitions, and computing points with large simplicial depth is contained in PPAD PLS. This is the first nontrivial upper bound on the complexity of these problems. Finally, we show that our PPAD formulation leads to a polynomial-time algorithm for a special case of ColorfulCarathéodory in which we have only two color classes C1 and C2 in d dimensions, each with the origin in its convex hull, and we would like to find a set with half the points from each color class that contains the origin in its convex hull.
UR - https://www.scopus.com/pages/publications/85016172059
U2 - 10.1137/1.9781611974782.87
DO - 10.1137/1.9781611974782.87
M3 - Conference contribution
AN - SCOPUS:85016172059
T3 - Proceedings of the Annual ACM-SIAM Symposium on Discrete Algorithms
SP - 1342
EP - 1351
BT - 28th Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2017
A2 - Klein, Philip N.
PB - Association for Computing Machinery
T2 - 28th Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2017
Y2 - 16 January 2017 through 19 January 2017
ER -