During the life of a database, systematic and frequent violations of a given constraint may suggest that the represented reality is changing and thus the constraint should evolve with it. In this paper we propose a method and a tool to (i) nd the functional dependencies that are violated by the current data, and (ii) support their evolution when it is necessary to update them. The method relies on the use of confidence, as a measure that is associated with each dependency and allows us to understand "how far" the dependency is from correctly describing the current data; and of goodness, as a measure of balance between the data satisfying the antecedent of the dependency and those satisfying its consequent. Our method compares favorably with literature that approaches the same problem in a different way, and performs effectively and efficiently as shown by our tests on both real and synthetic databases.

Semi-automatic support for evolving functional dependencies / M. Mazuran, E. Quintarelli, L. Tanca, S. Ugolini - In: International Conference on Extending Database Technology / [a cura di] E. Pitoura, S. Maabout, G. Koutrika, A. Marian, L. Tanca, I. Manolescu, K. Stefanidis. - Bordeaux : OpenProceedings.org, 2016 Mar 15. - ISBN 9783893180707. - pp. 293-304 (( Intervento presentato al 19. convegno EDBT 2016 tenutosi a Bordeaux nel 2016 [10.5441/002/edbt.2016.28].

Semi-automatic support for evolving functional dependencies

S. Ugolini
2016

Abstract

During the life of a database, systematic and frequent violations of a given constraint may suggest that the represented reality is changing and thus the constraint should evolve with it. In this paper we propose a method and a tool to (i) nd the functional dependencies that are violated by the current data, and (ii) support their evolution when it is necessary to update them. The method relies on the use of confidence, as a measure that is associated with each dependency and allows us to understand "how far" the dependency is from correctly describing the current data; and of goodness, as a measure of balance between the data satisfying the antecedent of the dependency and those satisfying its consequent. Our method compares favorably with literature that approaches the same problem in a different way, and performs effectively and efficiently as shown by our tests on both real and synthetic databases.
Functional dependencies; variation of information; entropy
Settore MAT/06 - Probabilita' e Statistica Matematica
Settore INF/01 - Informatica
15-mar-2016
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/379974
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