Abstract
Empirical equations and rules are important classes of regularities that can be discovered in databases. We concentrate on their role as definitions of attribute values. Such definitions can be used in many ways in a single database and for transfer of knowledge between databases. We analyze quests for definitions of an attribute in a given database. A quest triggers a discovery mechanism that specializes in searching recursively a system of databases and returns a set of partial definitions. We introduce the notion of shared operational semantics founded on an equation-based and rule-based system of partial definitions. It gives necessary foundations for designing local query answering systems in a distributed knowledge system (DKS).
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References
Bridgman, P.W., The Logic of Modern Physics, The Macmillan Company, 1927
Carnap, R., “Testability and Meaning”, in Philosophy of Science, 3, 1936
Grzymala-Busse, J., “LERS-A system for learning from examples based on roughsets”, in Intelligent Decision Support, Handbook of Applications and Advances of the Rough Sets Theory, Slowinski, R. (ed), Kluwer Academic Publishers, 1992, 3–18
Klopotek, M., Michalewicz, M., Michalewicz, Z., Ras, Z., Wierzchon, S., Zytkow, J., “Discovering knowledge in distributed databases”, in Proc. of 6th International Workshop on Intelligent Information Systems, 1997, 128–138
Kryszkiewicz, M., Rybinski, H., “Reducing information systems with uncertain attributes”, in ISMIS’96 Proceedings, LNCS/LNAI, Springer, Vol. 1079, 1996, 285–294
Maitan, J., Ras, Z., Zemankova, M., “Query handling and learning in a distributed intelligent system”, in Methodologies for Intelligent Systems, IV, (Ed. Z.W. Ras), North Holland, 1989, 118–127
Michalski, R.S., Mozetic, I., Hong, J. & Lavrac, N. “The multipurpose incremental learning system AQ15 and its testing application to three medical domains” in Proceedings of the Fifth National Conference on Artificial Intelligence, Morgan Kaufmann, 1986, 1041–1045
Pawlak, Z., “Rough classification”, in International Journal of Man-Machine Studies, Vol. 20, 1984, 469–483
Prodromidis, A.L. & ⋆olfo, S., “Mining databases with different schemas: Integrating incompatible classifiers”, in Proceedings of The Fourth Intern. Conf. onn Knowledge Discovery and Data Mining, AAAI Press, 1998, 314–318
Ras, Z., “Query answering in DAKS based on reducts”, in Proceedings of FQAS’2000, Advances in Soft Computing, Physica-Verlag, 2000, will appear
Ras, Z., “Resolving queries through cooperation in multi-agent systems”, in Rough Sets and Data Mining (Eds. T.Y. Lin, N. Cercone), Kluwer Academic Publishers, 1997, 239–258
Ras, Z., Joshi, S., “Query approximate answering system for an incomplete DKBS”, in Fundamenta Informaticae Journal, IOS Press, Vol. 30, No. 3/4, 1997, 313–324
Ras, Z., Zemankova, M, ℝdIntelligent query processing in distributed information systems”, in Intelligent Systems: State of the Art and Future Directions, Z.W. Ras, M. Zemankova (Eds), Ellis Horwood Series in Artificial Intelligence, London, England, November, 1990, 357–370
Ras, Z., żytkow, J.,“Discovery of equations to augment the shared operational semantics in distributed autonomous BD System”, in PAKDD’99 Proceedings, LNCS/LNAI, No. 1574, Springer-Verlag, 1999, 453–463
.żytkow, J., “An interpretation of a concept in science by a set of operational procedures”, in Polish Essays in the Philosophy of the Natural Sciences, Krajewski W. ed. Boston Studies in the Philosophy of Science, Vol.68, Reidel 1982, p.169–185.
żytkow, J. & Zembowicz, R., “Database exploration in search of regularities”, in Journal of Intelligent Information Systems, No. 2, 39–81
żytkow, J.M., Zhu, J., and Zembowicz R., “Operational definition refinement: a discovery process”, in Proceedings of the Tenth National Conference on Artificial Intelligence, The AAAI Press, 1992, p.76–81.
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żytkow, J.M., Raś, Z.W. (2000). Foundations and Discovery of Operational Definitions. In: Raś, Z.W., Ohsuga, S. (eds) Foundations of Intelligent Systems. ISMIS 2000. Lecture Notes in Computer Science(), vol 1932. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-39963-1_61
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DOI: https://doi.org/10.1007/3-540-39963-1_61
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