Abstract
This study is concerned with an issue of automatic data understanding being treated as a fundamental tool used in cognitive maps creation. The underlying objective of this paper is to elaborate on a paradigm of automatic data understanding. We highlight the syntactic and semantic aspects of data. Granular Computing and information granules play a central role in all processes of data understanding by facilitating establishing a suitable perspective at the problem at hand where the data need to be looked at. Our intent is to illustrate a realization of the paradigm in the realm of music information, its processing and understanding, rather than embarking on the formal framework.
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References
Axelrod, R.: Structure of Decision: The Cognitive Map of Political Elites. Princeton University Press (1976)
Homenda, W., Rybnik, M.: Querying in Spaces of Music Information. In: Tang, Y., Huynh, V.-N., Lawry, J. (eds.) IUKM 2011. LNCS, vol. 7027, pp. 243–255. Springer, Heidelberg (2011)
Homenda, W.: Integrated syntactic and semantic data structuring as an abstraction of intelligent man-machine communication. In: Proc. of the ICAART - Int. Conf. on Agents and Artificial Intelligence, Porto, Portugal, pp. 324–330 (2009)
Homenda, W.: Towards automation of data understanding: integration of syntax and semantics into granular structures of data. In: Proc. Fourth Int. Conf. on Modeling Decisions for Artificial Intelligence, Kitakyushu, Japan, pp. 134–145 (2007)
Hopcroft, J.E., Ullman, J.D.: Introduction to Automata Theory, Languages and Computation. Addison-Wesley Co. (1979, 2001)
Kosko, B.: Fuzzy cognitive maps. Int. J. Man Machine Studies 7 (1986)
Pedrycz, W.: Granular Computing: An introduction. In: Proc. of the Joint 9th IFSA World Congress and 20th NAFIPS, Vancouver, Canada (2001)
Pedrycz, W., Bargiela, A.: Granular clustering: A granular signature of data. IEEE Trans. Syst. Man And Cybernetics - Part B 32(2), 212–224 (2002)
Pedrycz, W.: The design of cognitive maps: A study in synergy of granular computing and evolutionary optimization. Expert Systems with Applications 37, 7288–7294 (2010)
Stach, W., Kurgan, L., Pedrycz, W., Reformat, M.: Genetic learning of fuzzy cognitive maps. Fuzzy Sets and Systems 153, 371–401 (2005)
Tolman, E.C.: Cognitive maps in rats and men. Psychological Review 55(4), 189–208 (1948)
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Homenda, W., Pedrycz, W. (2015). Automatic Data Understanding. In: Angelov, P., et al. Intelligent Systems'2014. Advances in Intelligent Systems and Computing, vol 322. Springer, Cham. https://doi.org/10.1007/978-3-319-11313-5_21
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DOI: https://doi.org/10.1007/978-3-319-11313-5_21
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-11312-8
Online ISBN: 978-3-319-11313-5
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