Please use this identifier to cite or link to this item: http://hdl.handle.net/1893/23046
Appears in Collections:Computing Science and Mathematics Conference Papers and Proceedings
Peer Review Status: Refereed
Authors: Ochoa, Gabriela
Veerapen, Nadarajen
Contact Email: nve@cs.stir.ac.uk
Title: Additional Dimensions to the Study of Funnels in Combinatorial Landscapes
Citation: Ochoa G & Veerapen N (2016) Additional Dimensions to the Study of Funnels in Combinatorial Landscapes In: GECCO '16 Proceedings of the 2016 Genetic and Evolutionary Computation Conference 2016, New York, NY, USA: ACM. The 2016 Genetic and Evolutionary Computation Conference (GECCO 2016), 20.7.2016 - 24.7.2016, Denver, Colorado, USA, pp. 373-380.
Issue Date: 2016
Conference Name: The 2016 Genetic and Evolutionary Computation Conference (GECCO 2016)
Conference Dates: 2016-07-20T00:00:00Z
Conference Location: Denver, Colorado, USA
Abstract: The global structure of travelling salesman's fitness landscapes has recently revealed the presence of multiple `funnels'. This implies that local optima are organised into several clusters, so that a particular local optimum largely belongs to a particular funnel. Such a global structure can increase search difficulty, especially, when the global optimum is located in a deep, narrow funnel. Our study brings more precision (and dimensions) to the notion of funnels with a data-driven approach using Local Optima Networks and the Chained Lin-Kernighan heuristic. We start by exploring the funnel 'floors', characterising them using the notion of communities from complex networks. We then analyse the more complex funnel 'basins'. Since their depth is relevant to search, we visualise them in 3D. Our study, across a set of TSP instances, reveals a multi-funnel structure in most of them. However, the specific topology varies across instances and relates to search difficulty. Finally, including a stronger perturbation into Chained Lin-Kernighan proved to smooth the funnel structure, reducing the number of funnels and enlarging the valley leading to global optima.
Type: Conference Paper
Status: Book Chapter: author post-print (pre-copy editing)
Rights: © Authors 2016. This is the author's version of the work. It is posted here for your personal use. Not for redistribution. The definitive Version of Record was published in GECCO '16, July 20-24, 2016, Denver, CO, USA, http://dx.doi.org/10.1145/2908812.2908820
URI: http://hdl.handle.net/1893/23046
URL: http://dl.acm.org/citation.cfm?id=2908820&CFID=827599008&CFTOKEN=74602334
Affiliation: Computing Science - CSM Dept
Computing Science - CSM Dept

Files in This Item:
File Description SizeFormat 
GECCO2016-adsfcl (1).pdf1.46 MBAdobe PDFView/Open


This item is protected by original copyright



Items in the Repository are protected by copyright, with all rights reserved, unless otherwise indicated.

If you believe that any material held in STORRE infringes copyright, please contact library@stir.ac.uk providing details and we will remove the Work from public display in STORRE and investigate your claim.