• English
  • Deutsch
  • Log In
    Password Login
    Research Outputs
    Fundings & Projects
    Researchers
    Institutes
    Statistics
Repository logo
Fraunhofer-Gesellschaft
  1. Home
  2. Fraunhofer-Gesellschaft
  3. Konferenzschrift
  4. A fixed parameter tractable integer program for finding the maximum order preserving submatrix
 
  • Details
  • Full
Options
2011
Conference Paper
Title

A fixed parameter tractable integer program for finding the maximum order preserving submatrix

Abstract
Order-preserving submatrices are an important tool for the analysis of gene expression data. As finding large order-preserving submatrices is a computationally hard problem, previous work has investigated both exact but exponential-time as well as polynomial-time but inexact algorithms for finding large order-preserving submatrices. In this paper, we propose a novel exact algorithm to find maximum order preserving submatrices which is fixed parameter tractable with respect to the number of columns of the provided gene expression data. In particular, our algorithm is based on solving a sequence of mixed integer linear programs and it exhibits better guarantees as well as better runtime performance as compared to the state-of-the-art exact algorithms. Our empirical study in benchmark datasets shows large improvement in terms of computational speed.
Author(s)
Humrich, J.
Gärtner, Thomas  
Garriga, G.C.
Mainwork
IEEE 11th International Conference on Data Mining, ICDM 2011  
Conference
International Conference on Data Mining (ICDM) 2011  
DOI
10.1109/ICDM.2011.10
Language
English
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
  • Cookie settings
  • Imprint
  • Privacy policy
  • Api
  • Contact
© 2024