DocumentCode :
1681728
Title :
Reconstruction of integers from pairwise distances
Author :
Jaganathan, Kishore ; Hassibi, Babak
Author_Institution :
Dept. of Electr. Eng., California Inst. of Technol., Pasadena, CA, USA
fYear :
2013
Firstpage :
5974
Lastpage :
5978
Abstract :
Given a set of integers, one can easily construct the set of their pairwise distances. We consider the inverse problem: given a set of pairwise distances, find the integer set which realizes the pairwise distance set. This problem arises in a lot of fields in engineering and applied physics, and has confounded researchers for over 60 years. It is one of the few fundamental problems that are neither known to be NP-hard nor solvable by polynomial-time algorithms. Whether unique recovery is possible also remains an open question. In many practical applications where this problem occurs, the integer set is naturally sparse (i.e., the integers are sufficiently spaced), a property which has not been explored. In this work, we exploit the sparse nature of the integer set and develop a polynomial-time algorithm which provably recovers the set of integers (up to linear shift and reversal) from the set of their pairwise distances with arbitrarily high probability if the sparsity is O(n1/2-ε). Numerical simulations verify the effectiveness of the proposed algorithm.
Keywords :
computational complexity; inverse problems; optimisation; set theory; signal reconstruction; NP-hard; integer set; interger reconstruction; inverse problem; numerical simulations; pairwise distance set; pairwise distances; polynomial-time algorithms; Biochemistry; Correlation; DNA; Fourier transforms; Image reconstruction; Optics; Optimized production technology; phase retrieval; sparse signals; turnpike problem;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
ISSN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2013.6638811
Filename :
6638811
Link To Document :
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