Image learning classifier system using genetic algorithms

Alastair D. McAulay; Jae C Oh

Image learning classifier system using genetic algorithms

Alastair D. McAulay, Jae C Oh

Research output: Chapter in Book/Entry/Poem › Conference contribution

Abstract

The authors examine aspects of machine learning by classifier systems that use genetic algorithms. In particular, adaptive image learning and classification are considered. Standard classifier systems are not well suited for seeking out multiple goals as is necessary in image learning and classification problems. To improve the performance of standard classifier systems for the image learning task, several modifications are suggested. The modifications result in a far better performance for classifier system on the ImageLearn domain.

Original language	English (US)
Title of host publication	IEEE Proceedings of the National Aerospace and Electronics Conference
Editors	Anon
Publisher	IEEE Computer Society
Pages	705-710
Number of pages	6
Volume	2
State	Published - 1989
Externally published	Yes
Event	Proceedings of the IEEE 1989 National Aerospace and Electronics Conference - NAECON 1989 - Dayton, OH, USA Duration: May 22 1989 → May 26 1989

Other

Other	Proceedings of the IEEE 1989 National Aerospace and Electronics Conference - NAECON 1989
City	Dayton, OH, USA
Period	5/22/89 → 5/26/89

ASJC Scopus subject areas

General Engineering

Cite this

@inproceedings{95be3d55e847406d92138625d280a328,

title = "Image learning classifier system using genetic algorithms",

abstract = "The authors examine aspects of machine learning by classifier systems that use genetic algorithms. In particular, adaptive image learning and classification are considered. Standard classifier systems are not well suited for seeking out multiple goals as is necessary in image learning and classification problems. To improve the performance of standard classifier systems for the image learning task, several modifications are suggested. The modifications result in a far better performance for classifier system on the ImageLearn domain.",

author = "McAulay, {Alastair D.} and Oh, {Jae C}",

year = "1989",

language = "English (US)",

volume = "2",

pages = "705--710",

editor = "Anon",

booktitle = "IEEE Proceedings of the National Aerospace and Electronics Conference",

publisher = "IEEE Computer Society",

address = "United States",

note = "Proceedings of the IEEE 1989 National Aerospace and Electronics Conference - NAECON 1989 ; Conference date: 22-05-1989 Through 26-05-1989",

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TY - GEN

T1 - Image learning classifier system using genetic algorithms

AU - McAulay, Alastair D.

AU - Oh, Jae C

PY - 1989

Y1 - 1989

N2 - The authors examine aspects of machine learning by classifier systems that use genetic algorithms. In particular, adaptive image learning and classification are considered. Standard classifier systems are not well suited for seeking out multiple goals as is necessary in image learning and classification problems. To improve the performance of standard classifier systems for the image learning task, several modifications are suggested. The modifications result in a far better performance for classifier system on the ImageLearn domain.

AB - The authors examine aspects of machine learning by classifier systems that use genetic algorithms. In particular, adaptive image learning and classification are considered. Standard classifier systems are not well suited for seeking out multiple goals as is necessary in image learning and classification problems. To improve the performance of standard classifier systems for the image learning task, several modifications are suggested. The modifications result in a far better performance for classifier system on the ImageLearn domain.

UR - http://www.scopus.com/inward/record.url?scp=0024905534&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=0024905534&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:0024905534

VL - 2

SP - 705

EP - 710

BT - IEEE Proceedings of the National Aerospace and Electronics Conference

A2 - Anon, null

PB - IEEE Computer Society

T2 - Proceedings of the IEEE 1989 National Aerospace and Electronics Conference - NAECON 1989

Y2 - 22 May 1989 through 26 May 1989

ER -

Image learning classifier system using genetic algorithms

Abstract

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ASJC Scopus subject areas

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