Visualizing the loss of diversity in genetic programming

被引：17

作者：

Daida, JM ^{[1
]}

Ward, DJ ^{[1
]}

Hilss, AM ^{[1
]}

Long, SL ^{[1
]}

Hodges, MR ^{[1
]}

Kriesel, JT ^{[1
]}

机构：

[1] Ctr Study Complex Syst, Ann Arbor, MI 48109 USA

来源：

CEC2004: PROCEEDINGS OF THE 2004 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2 | 2004年

关键词：

D O I：

10.1109/CEC.2004.1331037

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

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.

引用

页码：1225 / 1232

页数：8

共 50 条

[41] Is increased diversity in genetic programming beneficial? An analysis of lineage selection
Burke, EK
Gustafson, S
Kendall, G
Krasnogor, N
[J]. CEC: 2003 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-4, PROCEEDINGS, 2003, : 1398 - 1405
[42] Quality Diversity Genetic Programming for Learning Decision Tree Ensembles
Boisvert, Stephen
Sheppard, John W.
[J]. GENETIC PROGRAMMING, EUROGP 2021, 2021, 12691 : 3 - 18
[43] Promoting Semantic Diversity in Multi-objective Genetic Programming
Galvan, Edgar
Schoenauer, Marc
[J]. PROCEEDINGS OF THE 2019 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE (GECCO'19), 2019, : 1021 - 1029
[44] Population connectivity buffers genetic diversity loss in a seabird
Ramirez, Oscar
Gomez-Diaz, Elena
Olalde, Inigo
Carlos Illera, Juan
Carlos Rando, Juan
Gonzalez-Solis, Jacob
Lalueza-Fox, Carles
[J]. FRONTIERS IN ZOOLOGY, 2013, 10
[45] Patterns of genetic diversity and its loss in mammalian populations
Garner, A
Rachlow, JL
Hicks, JF
[J]. CONSERVATION BIOLOGY, 2005, 19 (04) : 1215 - 1221
[46] Ameliorating the loss of genetic diversity in captive wildlife populations
Ivy, J. A.
[J]. ANIMAL CONSERVATION, 2016, 19 (02) : 112 - 113
[47] Genetic Algorithm and Linear Programming Approach for Minimizing Power Loss
Rayudu, K.
Yesuratnam, G.
Jayalaxmi, A.
[J]. 2015 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, SIGNALS, COMMUNICATION AND OPTIMIZATION (EESCO), 2015,
[48] Loss of genetic diversity in Harpacticoida near offshore platforms
Street, GT
Montagna, PA
[J]. MARINE BIOLOGY, 1996, 126 (02) : 271 - 282
[49] Late Quaternary loss of genetic diversity in muskox (Ovibos)
Ross DE MacPhee
Alexei N Tikhonov
Dick Mol
Alex D Greenwood
[J]. BMC Evolutionary Biology, 5
[50] Loss and Recovery of Genetic Diversity in Adapting Populations of HIV
Pennings, Pleuni S.
Kryazhimskiy, Sergey
Wakeley, John
[J]. PLOS GENETICS, 2014, 10 (01):

← 1 2 3 4 5 →