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Bisociative Knowledge Discovery pp 51–53Cite as

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Network Creation: Overview

Network Creation: Overview

  • Christian Borgelt5 
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Part of the Lecture Notes in Computer Science book series (LNAI,volume 7250)

Abstract

Although networks are a very natural and straightforward way of organizing heterogeneous data, as argued in the introductory chapters, few data sources are in this form. We rather find the data we want to fuse, connect, analyze and thus exploit for creative discoveries, stored in flat files, (relational) databases, text document collections and the like. As a consequence, we need, as an initial step, methods that construct a network representation by analyzing tabular and textual data, in order to identify entities that can serve as nodes and to extract relevant relationships that should be represented by edges.

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References

  1. Segond, M., Borgelt, C.: Selecting the Links in BisoNets Generated from Document Collections. In: Berthold, M.R. (ed.) Bisociative Knowledge Discovery. LNCS (LNAI), vol. 7250, pp. 54–65. Springer, Heidelberg (2012)

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  2. Juršič, M., Sluban, B., Cestnik, B., Grčar, M., Lavrač, N.: Bridging Concept Identification for Constructing Information Networks from Text Documents. In: Berthold, M.R. (ed.) Bisociative Knowledge Discovery. LNCS (LNAI), vol. 7250, pp. 66–90. Springer, Heidelberg (2012)

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  3. Hynönen, T., Mahler, S., Toivonen, H.: Discovery of Novel Term Associations in a Document Collection. In: Berthold, M.R. (ed.) Bisociative Knowledge Discovery. LNCS (LNAI), vol. 7250, pp. 91–103. Springer, Heidelberg (2012)

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  4. Segond, M., Borgelt, C.: Cover Similarity Based Item Set Mining. In: Berthold, M.R. (ed.) Bisociative Knowledge Discovery. LNCS (LNAI), vol. 7250, pp. 104–121. Springer, Heidelberg (2012)

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  5. Kimmig, A., Galbrun, E., Toivonen, H., De Raedt, L.: Patterns and Logic for Reasoning with Networks. In: Berthold, M.R. (ed.) Bisociative Knowledge Discovery. LNCS (LNAI), vol. 7250, pp. 122–143. Springer, Heidelberg (2012)

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Author information

Authors and Affiliations

  1. European Centre for Soft Computing, Calle Gonzalo Gutiérrez Quirós s/n, E-33600, Mieres, Asturias, Spain

    Christian Borgelt

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  1. Christian Borgelt
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Editor information

Editors and Affiliations

  1. Department of Computer and Information Science, University of Konstanz, Konstanz, Germany

    Michael R. Berthold

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Borgelt, C. (2012). Network Creation: Overview. In: Berthold, M.R. (eds) Bisociative Knowledge Discovery. Lecture Notes in Computer Science(), vol 7250. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-31830-6_4

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