Multiple Solutions by Means of Genetic Programming: A Collision Avoidance Example
Created by W.Langdon from
gp-bibliography.bib Revision:1.7954
- @InProceedings{conf/rskt/Howard07,
-
author = "Daniel Howard",
-
title = "Multiple Solutions by Means of Genetic Programming:
{A} Collision Avoidance Example",
-
booktitle = "Proceedings of the Second International Conference on
Rough Sets and Knowledge Technology, RSKT 2007",
-
year = "2007",
-
editor = "Jingtao Yao and Pawan Lingras and Wei-Zhi Wu and
Marcin S. Szczuka and Nick Cercone and Dominik Slezak",
-
volume = "4481",
-
series = "Lecture Notes in Computer Science",
-
pages = "508--517",
-
address = "Toronto, Canada",
-
month = may # " 14-16",
-
publisher = "Springer",
-
keywords = "genetic algorithms, genetic programming, Multiple
Solutions",
-
isbn13 = "978-3-540-72457-5",
-
DOI = "doi:10.1007/978-3-540-72458-2_63",
-
size = "10 pages",
-
abstract = "Seldom is it practical to completely automate the
discovery of the Pareto Frontier by genetic programming
(GP). It is not only difficult to identify all of the
optimization parameters a-priori but it is hard to
construct functions that properly evaluate parameters.
For instance, the ease of manufacture of a particular
antenna can be determined but coming up with a function
to judge this on all manner of GP-discovered antenna
designs is impractical. This suggests using GP to
discover many diverse solutions at a particular point
in the space of requirements that are quantifiable,
only a-posteriori (after the run) to manually test how
each solution fares over the less tangible requirements
e.g. ease of manufacture. Multiple solutions can also
suggest requirements that are missing. A new toy
problem involving collision avoidance is introduced to
research how GP may discover a diverse set of multiple
solutions to a single problem. It illustrates how
emergent concepts (linguistic labels) rather than
distance measures can cluster the GP generated multiple
solutions for their meaningful separation and
evaluation.",
-
notes = "railway track, two train speeds, GP sets the points",
-
bibdate = "2007-07-05",
-
bibsource = "DBLP,
http://dblp.uni-trier.de/db/conf/rskt/rskt2007.html#Howard07",
- }
Genetic Programming entries for
Daniel Howard
Citations