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A new FCA algorithm enabling analyzing of complex and dynamic data sets

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F14%3A86090879" target="_blank" >RIV/61989100:27240/14:86090879 - isvavai.cz</a>

  • Alternative codes found

    RIV/61989100:27740/14:86090879

  • Result on the web

    <a href="http://dx.doi.org/10.1007/s00500-013-1176-6" target="_blank" >http://dx.doi.org/10.1007/s00500-013-1176-6</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/s00500-013-1176-6" target="_blank" >10.1007/s00500-013-1176-6</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    A new FCA algorithm enabling analyzing of complex and dynamic data sets

  • Original language description

    Analyzing data with the use of Formal Concept Analysis (FCA) enables complex insights into hidden relationships between objects and features in a studied system. Several improvements in this research area, such as Fuzzy FCA or L-Fuzzy Concepts, bring thepossibility to analyze data with a certain rate of indeterminacy. However, the usage of FCA on larger complex data brings several problems relating to the time-complexities of FCA algorithms and the size of generated concept lattices. The fuzzyficationof FCA emphasizes the mentioned problems. This article describes significant improvements of a selected FCA algorithm. The primary focus was given on the system of an effective data storage. The binary data was stored with the use of finite automata thatleads to the lower memory consumption. Moreover, the better querying performance was achieved. Next, we focused on the inner process of the computation of all formal concepts. All improvements were integrated into a new FCA algorithm tha

  • Czech name

  • Czech description

Classification

  • Type

    J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: IT4Innovations Centre of Excellence</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2014

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Name of the periodical

    Soft computing

  • ISSN

    1432-7643

  • e-ISSN

  • Volume of the periodical

    18

  • Issue of the periodical within the volume

    4

  • Country of publishing house

    US - UNITED STATES

  • Number of pages

    12

  • Pages from-to

    683-694

  • UT code for WoS article

    000333030800007

  • EID of the result in the Scopus database