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Distributed Version of Algorithm for Generalized One-Sided Concept Lattices

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Intelligent Distributed Computing VII

Part of the book series: Studies in Computational Intelligence ((SCI,volume 511))

Abstract

In this paper we provide the distributed version of algorithm for creation of model Generalized One-Sided Concept Lattices (GOSCL), special case for fuzzy version of data analysis approach called Formal Concept Analysis (FCA), which provide the conceptual model of input data based on the theory of one-sided concept lattices and was successfully applied in several domains. GOSCL is able to work with data tables containing the different attribute types processed as fuzzy sets. One problem with the creation of FCA model is computational complexity. In order to reduce the computation times, we have designed the distributed version of the algorithm and showed its applicability on the generated data set. The algorithm is able to work well especially for data where number of newly generated concepts is reduced (like for sparse input data tables).

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Author information

Authors and Affiliations

  1. Faculty of Electrical Engineering and Informatics, Department of Cybernetics and Artificial Intelligence, Technical University of Košice, Letná 9, 040 01, Košice, Slovakia

    Peter Butka

  2. Faculty of Science, Department of Algebra and Geometry, Palacký University Olomouc, 17. listopadu 12, 771 46, Olomouc, Czech Republic

    Jozef Pócs

  3. Mathematical Institute, Slovak Academy of Sciences, Grešákova 6, 040 01, Košice, Slovakia

    Jozef Pócs

  4. BERG Faculty, Institute of Control and Informatization of Production Processes, Technical University of Košice, Boženy Němcovej 3, 043 84, Košice, Slovakia

    Jana Pócsová

Authors
  1. Peter Butka
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  2. Jozef Pócs
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  3. Jana Pócsová
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Corresponding author

Correspondence to Peter Butka .

Editor information

Editors and Affiliations

  1. Faculty of Mathematics and Physics, Charles University in Prague, Prague, Czech Republic

    Filip Zavoral

  2. Department of Computer Engineering, Yeungnam University, Gyeingsan, Korea, Republic of (South Korea)

    Jason J. Jung

  3. Faculty of Automatics, Computers and Electronics, University of Craiova Software Engineering Department, Craiova, Romania

    Costin Badica

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© 2014 Springer International Publishing Switzerland

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Butka, P., Pócs, J., Pócsová, J. (2014). Distributed Version of Algorithm for Generalized One-Sided Concept Lattices. In: Zavoral, F., Jung, J., Badica, C. (eds) Intelligent Distributed Computing VII. Studies in Computational Intelligence, vol 511. Springer, Cham. https://doi.org/10.1007/978-3-319-01571-2_15

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  • DOI: https://doi.org/10.1007/978-3-319-01571-2_15

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-01570-5

  • Online ISBN: 978-3-319-01571-2

  • eBook Packages: EngineeringEngineering (R0)

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