%0 Conference Paper %1 daida:2004:vtlodigp %A Daida, Jason M. %A Ward, David J. %A Hilss, Adam M. %A Long, Stephen L. %A Hodges, Mark R. %A Kriesel, Jason T. %B Proceedings of the 2004 IEEE Congress on Evolutionary Computation %C Portland, Oregon %D 2004 %I IEEE Press %K Computation Evolutionary Foundations Theoretical algorithms, genetic of programming, %P 1225--1232 %T Visualizing the Loss of Diversity in Genetic Programming %U http://sitemaker.umich.edu/daida/files/CEC04viz.pdf %X This paper introduces visualization techniques that allow for a multivariate approach in understanding the dynamics that underlie genetic programming (GP). Emphasis is given toward understanding the relationship between problem difficulty and the loss of diversity. The visualizations raise questions about diversity and problem solving efficacy, as well as the role of the initial population in determining solution outcomes. %@ 0-7803-8515-2

@inproceedings{daida:2004:vtlodigp, abstract = {This paper introduces visualization techniques that allow for a multivariate approach in understanding the dynamics that underlie genetic programming (GP). Emphasis is given toward understanding the relationship between problem difficulty and the loss of diversity. The visualizations raise questions about diversity and problem solving efficacy, as well as the role of the initial population in determining solution outcomes.}, added-at = {2008-06-19T17:35:00.000+0200}, address = {Portland, Oregon}, author = {Daida, Jason M. and Ward, David J. and Hilss, Adam M. and Long, Stephen L. and Hodges, Mark R. and Kriesel, Jason T.}, biburl = {https://www.bibsonomy.org/bibtex/29384fb3c02664fe450b326f378c37dd3/brazovayeye}, booktitle = {Proceedings of the 2004 IEEE Congress on Evolutionary Computation}, interhash = {ac3a182f69597517f55cbe82393e0849}, intrahash = {9384fb3c02664fe450b326f378c37dd3}, isbn = {0-7803-8515-2}, keywords = {Computation Evolutionary Foundations Theoretical algorithms, genetic of programming,}, month = {20-23 June}, notes = {CEC 2004 - A joint meeting of the IEEE, the EPS, and the IEE.}, pages = {1225--1232}, publisher = {IEEE Press}, timestamp = {2008-06-19T17:38:22.000+0200}, title = {Visualizing the Loss of Diversity in Genetic Programming}, url = {http://sitemaker.umich.edu/daida/files/CEC04viz.pdf}, year = 2004 }