Visualizing Tree Structures in Genetic Programming
dc.contributor.author | Daida, Jason M. | en_US |
dc.contributor.author | Hilss, Adam M. | en_US |
dc.contributor.author | Ward, David J. | en_US |
dc.contributor.author | Long, Stephen L. | en_US |
dc.date.accessioned | 2006-09-11T16:16:28Z | |
dc.date.available | 2006-09-11T16:16:28Z | |
dc.date.issued | 2005-03 | en_US |
dc.identifier.citation | Daida, Jason M.; Hilss, Adam M.; Ward, David J.; Long, Stephen L.; (2005). "Visualizing Tree Structures in Genetic Programming." Genetic Programming and Evolvable Machines 6(1): 79-110. <http://hdl.handle.net/2027.42/45620> | en_US |
dc.identifier.issn | 1389-2576 | en_US |
dc.identifier.issn | 1573-7632 | en_US |
dc.identifier.uri | https://hdl.handle.net/2027.42/45620 | |
dc.description.abstract | This paper presents methods to visualize the structure of trees that occur in genetic programming. These methods allow for the inspection of structure of entire trees even though several thousands of nodes may be involved. The methods also scale to allow for the inspection of structure for entire populations and for complete trials even though millions of nodes may be involved. Examples are given that demonstrate how this new way of “seeing” can afford a potentially rich way of understanding dynamics that underpin genetic programming. The examples indicate further studies that might be enabled by visualizing structure at these scales. | en_US |
dc.format.extent | 1146552 bytes | |
dc.format.extent | 3115 bytes | |
dc.format.mimetype | application/pdf | |
dc.format.mimetype | text/plain | |
dc.language.iso | en_US | |
dc.publisher | Kluwer Academic Publishers; Springer Science + Business Media, Inc. | en_US |
dc.subject.other | Computer Science | en_US |
dc.subject.other | Software Engineering/Programming and Operating Systems | en_US |
dc.subject.other | Programming Techniques | en_US |
dc.subject.other | Programming Languages, Compilers, Interpreters | en_US |
dc.subject.other | Artificial Intelligence (Incl. Robotics) | en_US |
dc.subject.other | Electronic and Computer Engineering | en_US |
dc.title | Visualizing Tree Structures in Genetic Programming | en_US |
dc.type | Article | en_US |
dc.subject.hlbsecondlevel | Computer Science | en_US |
dc.subject.hlbsecondlevel | Philosophy | en_US |
dc.subject.hlbtoplevel | Engineering | en_US |
dc.subject.hlbtoplevel | Humanities | en_US |
dc.description.peerreviewed | Peer Reviewed | en_US |
dc.contributor.affiliationum | Center for the Study of Complex Systems and Department of Atmospheric, Oceanic and Space Sciences, The University of Michigan, 2455 Hayward Avenue, Ann Arbor, MI, 48109-2143, USA | en_US |
dc.contributor.affiliationum | Center for the Study of Complex Systems and Department of Atmospheric, Oceanic and Space Sciences, The University of Michigan, 2455 Hayward Avenue, Ann Arbor, MI, 48109-2143, USA | en_US |
dc.contributor.affiliationum | Center for the Study of Complex Systems and Department of Atmospheric, Oceanic and Space Sciences, The University of Michigan, 2455 Hayward Avenue, Ann Arbor, MI, 48109-2143, USA | en_US |
dc.contributor.affiliationum | Center for the Study of Complex Systems and Department of Atmospheric, Oceanic and Space Sciences, The University of Michigan, 2455 Hayward Avenue, Ann Arbor, MI, 48109-2143, USA | en_US |
dc.contributor.affiliationumcampus | Ann Arbor | en_US |
dc.description.bitstreamurl | http://deepblue.lib.umich.edu/bitstream/2027.42/45620/1/10710_2005_Article_7621.pdf | en_US |
dc.identifier.doi | http://dx.doi.org/10.1007/s10710-005-7621-2 | en_US |
dc.identifier.source | Genetic Programming and Evolvable Machines | en_US |
dc.owningcollname | Interdisciplinary and Peer-Reviewed |
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