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A set covering approach with column generation for parsimony haplotyping

LANCIA, Giuseppe
•
SERAFINI, Paolo
2009
  • journal article

Periodico
INFORMS JOURNAL ON COMPUTING
Abstract
We introduce an exact algorithm, based on Integer Linear Programming, for the parsimony haplotyping problem (PHP). The PHP is derived from a molecular biology procedure aimed at the determination of an optimal set of {\em haplotypes} that explain a given set of {\em genotypes}. Our approach is based on a Set Covering formulation of the problem, solved by branch and bound with both column- and row- generation. Existing ILP methods for the PHP suffer from the large size of the solution space, when the genotypes are long and with many {\em heterozygous} sites. Our approach, on the other hand, is based on an effective implicit representation of the solution space, and allows the solution of both real-life and simulated instances which are very hard to solve for other ILPs.
DOI
10.1287/ijoc.1080.0285
WOS
WOS:000263846400012
Archivio
http://hdl.handle.net/11390/877104
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-67649961761
Diritti
closed access
Soggetti
  • integer programming

  • computational biology...

  • haplotyping

  • set covering

Scopus© citazioni
8
Data di acquisizione
Jun 14, 2022
Vedi dettagli
Web of Science© citazioni
6
Data di acquisizione
Mar 27, 2024
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