Fuzzy Classification by Evolutionary Algorithms
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F11%3A86080826" target="_blank" >RIV/61989100:27240/11:86080826 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/ICSMC.2011.6083684" target="_blank" >http://dx.doi.org/10.1109/ICSMC.2011.6083684</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICSMC.2011.6083684" target="_blank" >10.1109/ICSMC.2011.6083684</a>
Alternative languages
Result language
angličtina
Original language name
Fuzzy Classification by Evolutionary Algorithms
Original language description
Fuzzy sets and fuzzy logic can be used for efficient data classification by fuzzy rules and fuzzy classifiers. This paper presents an application of genetic programming to the evolution of fuzzy classifiers based on extended Boolean queries. Extended Boolean queries are well known concept in the area of fuzzy information retrieval. An extended Boolean query represents a complex soft search expression that defines a fuzzy set on the collection of searched documents. We interpret the data mining task as afuzzy information retrieval problem and we apply a proven method for query induction from data to find useful fuzzy classifiers. The ability of the genetic programming to evolve useful fuzzy classifiers is demonstrated on two use cases in which we detect faulty products in a product processing plant and discover intrusions in a computer network.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
<a href="/en/project/FR-TI1%2F420" target="_blank" >FR-TI1/420: *Integrated software system for optimalization and control of technological processes and prediction of production quality for large technological complexes with use of advanced mathematic method, simulation and artificial intelligence.</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2011
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
2011 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC)
ISBN
978-1-4577-0653-0
ISSN
1062-922X
e-ISSN
—
Number of pages
5
Pages from-to
313-318
Publisher name
IEEE
Place of publication
345 E 47TH ST, NEW YORK, NY 10017 USA
Event location
Anchorage
Event date
Oct 9, 2011
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000298615100053