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Discretization orders for distance geometry problems

  • Carlile Lavor
  • , Jon Lee
  • , Audrey Lee-St. John
  • , Leo Liberti
  • , Antonio Mucherino
  • , Maxim Sviridenko

Research output: Contribution to journalArticlepeer-review

Abstract

Given a weighted, undirected simple graph G = (V, E, d) (where d: E → ℝ +), the distance geometry problem (DGP) is to determine an embedding x: V → ℝ K such that ∀{i, j} ∈ E {double pipe} X i - x j {double pipe} = d ij. Although, in general, the DGP is solved using continuous methods, under certain conditions the search is reduced to a discrete set of points. We give one such condition as a particular order on V. We formalize the decision problem of determining whether such an order exists for a given graph and show that this problem is NP-complete in general and polynomial for fixed dimension K. We present results of computational experiments on a set of protein backbones whose natural atomic order does not satisfy the order requirements and compare our approach with some available continuous space searches.

Original languageEnglish
Pages (from-to)783-796
Number of pages14
JournalOptimization Letters
Volume6
Issue number4
DOIs
Publication statusPublished - 1 Apr 2012

Keywords

  • Graph drawing
  • Molecular distance geometry
  • Proteins
  • Sensor network localization

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