Abstract
We give an overview over the computational tools for conceptional structures that have emerged from the theory of Formal Concept Analysis, with emphasis on basic ideas rather than technical details. We describe what we mean by conceptual computations, and try to convice the reader that an elaborate formalization is a necessary precondition. Claiming that Formal Concept Analysis provides such a formal background, we present as examples two well known algorithms in very simple pseudo code. These can be used for navigating in a lattice, thereby supporting some prototypical tasks of conceptual computation. We refer to some of the many more advanced methods, discuss how to compute with limited precision and explain why in the case of incomplete knowledge the conceptual approach is more efficient than a combinatorial one. Utilizing this efficiency requires skillful use of the formalism. We present two results that lead in this direction.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Birkhoff, G.: Lattice Theory. American Math. Soc. Colloquium Publications 25, 3rd edn. Providence, R.I. (1973)
Burmeister, P.: CONLMP: Ein Programm zur Formalen Begriffsanalyse. In: Stumme, G., Wille, R. (Hrsg.) Begriffliche Wissensverarbeitung: Methoden und Anwendungen. Springer, Heidelberg (1999)
Devlin, K.: Goodbye Descartes. The end of logic and the search for a new cosmology of the mind. John Wiley & Sons, New York (1997)
Doignon, J.-P.: Falmagne. Knowledge Spaces. Springer, Heidelberg (1999)
Guigues, J.-L., Duquenne, V.: Familles minimales d’implications informatives resultant d’un tableau de données binaires. Math. Sci. Humaines 95, 5–18 (1986)
Freese, R., Jez̃ek, J., Nation, J.B.: Free lattices. In: Mathematical Surveys and Monographs, vol. 42. American Mathematical Society, Providence (1995)
Ganter, B., Krau”se, R.: Pseudo models and propositional Horn inference, TU Dresden (1999) (Preprint)
Ganter, B., Kuznetsov, S.: Stepwise construction of the Dedekind-MacNeille completion. In: Mugnier, M.-L., Chein, M. (eds.) ICCS 1998. LNCS (LNAI), vol. 1453, pp. 295–302. Springer, Heidelberg (1998)
Ganter, B., Wille, R.: Formal Concept Analysis. Springer, Heidelberg (1998)
Gr”atzer, G.: General Lattice Theory, 2nd edn. Birkh”auser, Basel (1998)
Gr”atzer, G.: Universal Algebra, 2nd edn. Springer, Heidelberg (1979)
Kuznetsov, S.O.: Mathematical aspects of concept analysis. Journal of Mathematical Science, Series Contemporary Mathematics and its Applications 18, 1654–1698 (1996)
Kuznetsov, S.O.: Interpretation on graphs andalgorithmic complexity characteristics of a search for specific patterns. Automatic Documentation and Mathematical Linguistics 23(1), 37–45 (1989)
Kuznetsov, S.O.: Some Counting andDe cision Problems in Formal Concept Analysis. Preprint of the Technische Universitát Dresden, MATH-Al-14-1999 (September 1999)
Kuznetsov, S.O., Sergei, A.O.: Algorithms for the Construction of the Set of all Concepts andtheir line diagram (to appear)
Lehmann, F., Wille, R.: A triadic approach to Formal Concept Analysis. In: Ellis, G., Rich, W., Levinson, R., Sowa, J.F. (eds.) ICCS 1995. LNCS (LNAI), vol. 954, pp. 32–43. Springer, Heidelberg (1995)
Lindig, C.: Algorithmen zur Begriffsanalyse und ihre Anwendung in Softwarebibliotheken. Ph.D.Thesis, University of Braunschweig (1999)
Pollandt, S.: Datenanalyse mit Fuzzy-Begriffen. In: Stumme, G., Wille, R. (Hrsg.) Begriffliche Wissensverarbeitung: Methoden und Anwendungen. Springer, Heidelberg (1999)
Stumme, G., Taouil, R., Bastide, Y., Pasquier, N., Lakhal, L.: Fast Computation of Concept Lattices Using Data Mining Techniques (to appear)
Vogt, F.: Formale Begriffsanalyse mit C++: Datenstrukturen und Algorithmen. Springer, Heidelberg (1996)
Wille, R.: Conceptual graphs andformal concept analysis. In: Delugach, H.S., Keeler, M.A., Searle, L., Lukose, D., Sowa, J.F. (eds.) ICCS 1997. LNCS (LNAI), vol. 1257, pp. 290–303. Springer, Heidelberg (1997)
Wille, R.: Conceptual Landscapes of Knowledge: A Pragmatic Paradigm for Knowledge Processing. In: Mineau, G., Falls, A. (eds.) Proc. 2nd Int. Symposium on Knowledge Retrieval, Use and Storage for Efficiency, Vancouver (1997)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2000 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Ganter, B. (2000). Computing with Conceptual Structures. In: Ganter, B., Mineau, G.W. (eds) Conceptual Structures: Logical, Linguistic, and Computational Issues. ICCS 2000. Lecture Notes in Computer Science(), vol 1867. Springer, Berlin, Heidelberg. https://doi.org/10.1007/10722280_33
Download citation
DOI: https://doi.org/10.1007/10722280_33
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-67859-5
Online ISBN: 978-3-540-44663-7
eBook Packages: Springer Book Archive