DocumentCode :
2211945
Title :
A study on the complexity of TSP instances under the 2-exchange neighbor system
Author :
Hernando, Leticia ; Pascual, Jose A. ; Mendiburu, Alexander ; Lozano, Jose A.
Author_Institution :
Sch. of Comput. Sci., Intell. Syst. Group, Univ. of the Basque Country, San Sebastián, Spain
fYear :
2011
fDate :
11-15 April 2011
Firstpage :
15
Lastpage :
21
Abstract :
This work is related to the search of complexity measures for instances of combinatorial optimization problems. Particularly, we have carried out a study about the complexity of random instances of the Traveling Salesman Problem under the 2-exchange neighbor system. We have proposed two descriptors of complexity: the proportion of the size of the basin of attraction of the global optimum over the size of the search space and the proportion of the number of different local optima over the size of the search space. We have analyzed the evolution of these descriptors as the size of the problem grows. After that, and using our complexity measures, we find a phase transition phenomenon in the complexity of the instances.
Keywords :
computational complexity; travelling salesman problems; 2-exchange neighbor system; TSP instance complexity; combinatorial optimization problems; complexity measurement; phase transition phenomenon; search space; traveling salesman problem; Algorithm design and analysis; Cities and towns; Complexity theory; Correlation; Optimization; Phase measurement; Search problems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Foundations of Computational Intelligence (FOCI), 2011 IEEE Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-4244-9981-6
Type :
conf
DOI :
10.1109/FOCI.2011.5949471
Filename :
5949471
Link To Document :
بازگشت