Details
| Original language | English |
|---|---|
| Title of host publication | Computer Analysis of Images and Patterns - 5th International Conference, CAIP 1993, Proceedings |
| Editors | Dmitry Chetverikov, Walter G. Kropatsch |
| Publisher | Springer Verlag |
| Pages | 327-334 |
| Number of pages | 8 |
| ISBN (print) | 9783540572336 |
| Publication status | Published - 1993 |
| Event | 5th International Conference on Computer Analysis of Images and Patterns, CAIP 1993 - Budapest, Hungary Duration: 13 Sept 1993 → 15 Sept 1993 |
Publication series
| Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
|---|---|
| Volume | 719 LNCS |
| ISSN (Print) | 0302-9743 |
| ISSN (electronic) | 1611-3349 |
Abstract
The configuration system CONNY permits the automated configuration of image analysis processes which includes the selection of the appropriate sequence of operators and the adaptation of the free parameters. The system uses explicitly formulated knowledge contents from a human image analysis expert coded as rules of a rule based system. In the present contribution it has been investigated if and to which extent the rules can be learned automatically. The approach which has been chosen is based on the selection and valuation of individual rules and on the manipulation and generation of new rules by the use of genetic operators. The advantageous capabilities of a learning approach using genetic operators is demonstrated.
Keywords
- Automated learning, CONNY, Expert systems, Explicit knowledge representation, Genetic operators, Image processing, Knowledge based systems, Rule based systems, System configuration
ASJC Scopus subject areas
- Mathematics(all)
- Theoretical Computer Science
- Computer Science(all)
- General Computer Science
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Computer Analysis of Images and Patterns - 5th International Conference, CAIP 1993, Proceedings. ed. / Dmitry Chetverikov; Walter G. Kropatsch. Springer Verlag, 1993. p. 327-334 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 719 LNCS).
Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
}
TY - GEN
T1 - Automated learning of rules using genetic operators
AU - Liedtke, C. E.
AU - Schnier, Th H.
AU - Bloemer, A.
N1 - Publisher Copyright: © 1993, Springer Verlag. All rights reserved.
PY - 1993
Y1 - 1993
N2 - The configuration system CONNY permits the automated configuration of image analysis processes which includes the selection of the appropriate sequence of operators and the adaptation of the free parameters. The system uses explicitly formulated knowledge contents from a human image analysis expert coded as rules of a rule based system. In the present contribution it has been investigated if and to which extent the rules can be learned automatically. The approach which has been chosen is based on the selection and valuation of individual rules and on the manipulation and generation of new rules by the use of genetic operators. The advantageous capabilities of a learning approach using genetic operators is demonstrated.
AB - The configuration system CONNY permits the automated configuration of image analysis processes which includes the selection of the appropriate sequence of operators and the adaptation of the free parameters. The system uses explicitly formulated knowledge contents from a human image analysis expert coded as rules of a rule based system. In the present contribution it has been investigated if and to which extent the rules can be learned automatically. The approach which has been chosen is based on the selection and valuation of individual rules and on the manipulation and generation of new rules by the use of genetic operators. The advantageous capabilities of a learning approach using genetic operators is demonstrated.
KW - Automated learning
KW - CONNY
KW - Expert systems
KW - Explicit knowledge representation
KW - Genetic operators
KW - Image processing
KW - Knowledge based systems
KW - Rule based systems
KW - System configuration
UR - http://www.scopus.com/inward/record.url?scp=85028850372&partnerID=8YFLogxK
U2 - 10.1007/3-540-57233-3_44
DO - 10.1007/3-540-57233-3_44
M3 - Conference contribution
AN - SCOPUS:85028850372
SN - 9783540572336
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 327
EP - 334
BT - Computer Analysis of Images and Patterns - 5th International Conference, CAIP 1993, Proceedings
A2 - Chetverikov, Dmitry
A2 - Kropatsch, Walter G.
PB - Springer Verlag
T2 - 5th International Conference on Computer Analysis of Images and Patterns, CAIP 1993
Y2 - 13 September 1993 through 15 September 1993
ER -