DocumentCode
735391
Title
A matheuristic algorithm for the Prize-collecting Steiner Tree Problem
Author
Akhmedov, Murodzhon ; Kwee, Ivo ; Montemanni, Roberto
Author_Institution
Dalle Molle Inst. for Artificial Intell. (IDSIA-USI/SUPSI), Manno, Switzerland
fYear
2015
fDate
27-29 May 2015
Firstpage
408
Lastpage
412
Abstract
The Prize-collecting Steiner Tree Problem (PCSTP) is a well studied problem in combinatorial optimization. It has a wide range of applications in the literature, for instance in fiber optics such as gas distribution and district heating. In this study, we focus on its application in functional analysis of genes on bio-genetic graphs. In bio-genetics its extremely possible to have a huge graphs to interpret. Since the PCSTP is NP-hard, it is time consuming to obtain solutions for large instances. Thus, there is a need for efficient and fast heuristic algorithms to discover the hidden knowledge behind the vast bio-genetic networks. We propose a matheuristic composed of heuristic clustering algorithm and existing mixed integer liner programming to solve PCSTP. We evaluated the performance of our matheuristic on available real-world benchmark instances from the biology and compared it with existing heuristic approach in the literature. With respect to heuristic results, we obtained solutions with similar or better objective function values. On the other hand the existing heuristic solved the benchmark instances with smaller running time compared to proposed matheuristic.
Keywords
genetics; integer programming; linear programming; trees (mathematics); NP-hard problem; PCSTP; bio-genetic graphs; bio-genetic networks; combinatorial optimization; functional analysis; genes; heuristic algorithms; heuristic clustering algorithm; knowledge discovery; matheuristic algorithm; mixed integer linear programming; objective function values; prize-collecting Steiner tree problem; real-world benchmark instances; running time; Clustering algorithms; Heuristic algorithms; Linear programming; Optimization; Proteins; Steiner trees; Combinatorial Optimization; Matheuristics; Prize-collecting Steiner Tree Problem;
fLanguage
English
Publisher
ieee
Conference_Titel
Information and Communication Technology (ICoICT ), 2015 3rd International Conference on
Conference_Location
Nusa Dua
Type
conf
DOI
10.1109/ICoICT.2015.7231460
Filename
7231460
Link To Document