TY - JOUR
T1 - On the algorithmic inversion of the discrete Radon transform
AU - Gritzmann, Peter
AU - De Vries, Sven
N1 - Funding Information:
The research of both authors was supported in part by the German Federal Ministry of Education, Science, Research and Technology Grant 03-GR7TM1 and through the German Academic Exchange Service Grant 314-vigoni-dr. E-mail addresses: [email protected] (P. Gritzmann), [email protected] (S. de Vries).
PY - 2002/6/3
Y1 - 2002/6/3
N2 - The present paper deals with the computational complexity of the discrete inverse problem of reconstructing finite point sets and more general functions with finite support that are accessible only through some of the values of their discrete Radon transform. It turns out that this task behaves quite differently from its well-studied companion problem involving 1-dimensional X-rays. Concentrating on the case of coordinate hyperplanes in ℝd and on functionals ψ: ℤd → D with D ε {{0,1,...,r}, ℕ0} for some arbitrary but fixed r, we show in particular that the problem can be solved in polynomial time if information is available for m such hyperplanes when m ≤ d - 1 but is ℕℙ-hard for m = d and D = {0,1,...,r}. However, for D = ℕ0, a case that is relevant in the context of contingency tables, the problem is still in ℙ. Similar results are given for the task of determining the uniqueness of a given solution and for a related counting problem.
AB - The present paper deals with the computational complexity of the discrete inverse problem of reconstructing finite point sets and more general functions with finite support that are accessible only through some of the values of their discrete Radon transform. It turns out that this task behaves quite differently from its well-studied companion problem involving 1-dimensional X-rays. Concentrating on the case of coordinate hyperplanes in ℝd and on functionals ψ: ℤd → D with D ε {{0,1,...,r}, ℕ0} for some arbitrary but fixed r, we show in particular that the problem can be solved in polynomial time if information is available for m such hyperplanes when m ≤ d - 1 but is ℕℙ-hard for m = d and D = {0,1,...,r}. However, for D = ℕ0, a case that is relevant in the context of contingency tables, the problem is still in ℙ. Similar results are given for the task of determining the uniqueness of a given solution and for a related counting problem.
KW - Computation complexity
KW - Contingency table
KW - Discrete inverse problem
KW - Discrete tomography
KW - Polynomial-time algorithm
KW - Radon transform
KW - ℕℙ-hard
UR - http://www.scopus.com/inward/record.url?scp=0037014251&partnerID=8YFLogxK
U2 - 10.1016/S0304-3975(02)00023-3
DO - 10.1016/S0304-3975(02)00023-3
M3 - Article
AN - SCOPUS:0037014251
SN - 0304-3975
VL - 281
SP - 455
EP - 469
JO - Theoretical Computer Science
JF - Theoretical Computer Science
IS - 1-2
ER -