Impact of Boolean factorization as preprocessing methods for classification of Boolean data
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989592%3A15310%2F12%3A33141667" target="_blank" >RIV/61989592:15310/12:33141667 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Impact of Boolean factorization as preprocessing methods for classification of Boolean data
Original language description
The paper explores a utilization of Boolean factorization as a method for data preprocessing in classification of Boolean data. In previous papers, we demonstrated that data preprocessing consisting in replacing the original Boolean attributes by factors, i.e. new Boolean attributes that are obtained from the original ones by Boolean factorization, improves the quality of classification. The aim of this paper is to explore the question of how the various Boolean factorization methods that were proposedin the literature impact the quality of classification. In particular, we compare three factorization methods, present experimental results, and outline issues for future research.
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
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2012
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of the 9th International Conference on Concept Lattices and Their Applications
ISBN
978-84-695-5252-0
ISSN
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e-ISSN
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Number of pages
12
Pages from-to
305-316
Publisher name
Universidad de Málaga, Španělsko
Place of publication
Málaga, Španělsko
Event location
Fuengirola (Málaga), Španělsko
Event date
Oct 11, 2012
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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