Evolving Fuzzy Classifier for Data Mining - an Information Retrieval Approach

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F10%3A86077748" target="_blank" >RIV/61989100:27240/10:86077748 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Result language
angličtina
Original language name
Evolving Fuzzy Classifier for Data Mining - an Information Retrieval Approach
Original language description
Fuzzy classifiers and fuzzy rules can be informally defined as tools that use fuzzy sets or fuzzy logic for their operations. In this paper, we use genetic programming to evolve a fuzzy classifier in the form of a fuzzy search expression to predict product quality. We interpret the data mining task as a fuzzy information retrieval problem and we apply successful information retrieval method for search query optimization to the fuzzy classifier evolution. We demonstrate the ability of genetic programmingto evolve useful fuzzy classifiers on a real world case in which a classifier detecting faulty products in an industrial production process is evolved.
Czech name
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Czech description
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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)

Publication year
2010
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
COMPUTATIONAL INTELLIGENCE IN SECURITY FOR INFORMATION SYSTEMS 2010
ISBN
978-3-642-16625-9
ISSN
1867-5662
e-ISSN
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Number of pages
8
Pages from-to
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Publisher name
Springer-Verlag Berlin Heidelberg
Place of publication
Berlin Heidelberg
Event location
Leon, Spain
Event date
Nov 11, 2010
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000289216200003

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