Jeffrey Horn  Home/Search
Context Related
| uiuc.edu/pub/papers/IlliGA...97008.ps.Z Cached: PS.gz PS PDF This document uses CoBlitz to cache paper downloads. If your firewall is blocking outgoing connections to port 3125, you can use these links to download local copies.
Image Update HelpPS.gz PS PDF From: uiuc.edu/technreprts (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: Genetic algorithms (GAs) with fitness sharing have been analyzed and successfully applied to problems in search and optimization, while GAs using various types of resource sharing have been incorporated into classifiers, immune system models, artificial ecologies, artificial economies, etc. Both types of sharing are based on the same observation of nature: dividing a finite resource among competing organisms limits the size of populations dependent on that resource. If multiple resources are... (Update)
Context of citations to this paper: More
...class of optimization problem niching becomes a necessity for a GA to solve these problems. This statement is even stronger than in (Horn, 1997) where it is stated that even without the need of a diverse population, for example to obtain multiple optima, niching can be bene...
...niches. GAs which employ niching mechanisms become capable of nding multiple solutions to a problem, within a single population [2] 3] [4]. Among these methods, the most popular is tness sharing, that works by modifying the objective function according to the presence of...
Cited by: More
Local-Search and Hybrid Evolutionary Algorithms for Pareto.. - Knowles (2002) (Correct)
Multiple - Criteria Genetic Algorithms for Feature .. - Emmanouilidis.. (1999) (Correct)
A Short Tutorial on Evolutionary Multiobjective Optimization - Coello (2001) (Correct)
Similar documents (at the sentence level):
9.4%: Multiobjective Optimization Using the Niched Pareto Genetic.. - Horn, Nafpliotis (1993) (Correct)
7.2%: Implicit Niching in a Learning Classifier System: Nature's Way - Horn, Goldberg, Deb (1994) (Correct)
Active bibliography (related documents): More All
0.1: Visualizing Learning and Computation in Artificial Neural.. - Craven, Shavlik (1991) (Correct)
0.0: On Decentralizing Selection Algorithms - De Jong, Sarma (1995) (Correct)
0.0: Phenotypic Plasticity in Evolving Neural Networks - Nolfi (1994) (Correct)
Similar documents based on text: More All
0.3: Natural Niching for Evolving Cooperative Classifiers - Horn, Goldberg (1996) (Correct)
0.3: A Performance Assessment of Modern Niching Methods for Parameter.. - Watson (Correct)
0.3: Finite Markov Chain Analysis of Genetic Algorithms with Niching - Horn (1993) (Correct)
Related documents from co-citation: More All
7: An overview of evolutionary algorithms in multiobjective optimization - Fonseca, Fleming - 1995
6: Genetic algorithms with sharing for multimodal function optimization (context) - Goldberg, Richardson - 1987
5: Multiobjective optimization using the niched Pareto genetic algorithm - Horn, Nafpliotis - 1993
BibTeX entry: (Update)
Horn, J. (1997). The Nature of Niching: Genetic Algorithms and the Evolution of Optimal, Cooperative Populations. Ph.D. thesis, University of Illinois at UrbanaChampaign, (UMI Dissertation Services, No. 9812622). http://citeseer.ist.psu.edu/horn97nature.html More
@techreport{ horn97nature,
author = "Jeffrey Horn",
title = "The Nature of Niching: Genetic Algorithms and the Evolution of Optimal, Cooperative Populations",
number = "UIUCDCS-R-97-2000",
year = "1997",
url = "citeseer.ist.psu.edu/horn97nature.html" }
Citations (may not include all citations):13 San Mateo (context) - Genetic - 1995
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://www-illigal.ge.uiuc.edu/technreprts.html): More
Linkage Learning via Probabilistic Modeling in the ECGA - Harik (1999) (Correct)
Eliminating memory leak in MGA-C program - Alexander Kosorukoff (Correct)
Optimizing Global-Local Search Hybrids - Goldberg, Voessner (1999) (Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC