Factorizing Boolean matrices using formal concepts and iterative usage of essential entries
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989592%3A15310%2F19%3A73595299" target="_blank" >RIV/61989592:15310/19:73595299 - isvavai.cz</a>
Result on the web
<a href="https://www.sciencedirect.com/science/article/pii/S0020025519301902" target="_blank" >https://www.sciencedirect.com/science/article/pii/S0020025519301902</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1016/j.ins.2019.03.001" target="_blank" >10.1016/j.ins.2019.03.001</a>
Alternative languages
Result language
angličtina
Original language name
Factorizing Boolean matrices using formal concepts and iterative usage of essential entries
Original language description
We present a new algorithm for factorization of Boolean matrices (binary relations), i.e. for extraction of factors from relational data, which is based on a new insight into the geometry of factorizations. The algorithm exploits in an iterative manner so-called essential entries in relational data and outperforms, sometimes significantly, the available algorithms for exact and almost exact factorizations of relational data. We describe the rationale for the new approach, present our algorithm, provide its experimental evaluation, and present open problems.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
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)
Others
Publication year
2019
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
INFORMATION SCIENCES
ISSN
0020-0255
e-ISSN
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Volume of the periodical
489
Issue of the periodical within the volume
JUL
Country of publishing house
US - UNITED STATES
Number of pages
13
Pages from-to
37-49
UT code for WoS article
000466255100003
EID of the result in the Scopus database
2-s2.0-85063048374