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Tytuł artykułu

Adaptive Merging of Prioritized Knowledge Bases

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Języki publikacji
EN
Abstrakty
EN
In this paper, we propose an adaptive algorithm for merging n (n ł 2) prioritized knowledge bases which takes into account the degrees of conflict and agreement among these knowledge bases. The algorithm first selects largely partially maximal consistent subsets (LPMCS) of sources by assessing how (partially) consistent the information in the subset is. Then within each of these created subsets, a maximal consistent subset is further selected and knowledge bases in it are merged with a suitable conjunctive operator based on the degree of agreement among them. This result is then merged with the remaining knowledge bases in the corresponding LPMCS in the second step through the relaxation of the minimum operator. Finally, the knowledge bases obtained from the second step are merged by a maximum operator. In comparison with other merging methods, our approach is more context dependent and is especially useful when most sources of information are in conflict.
Wydawca
Rocznik
Strony
389--407
Opis fizyczny
bibliogr. 17 poz.
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Bibliografia
  • [1] Abidi, M.A., and Gonzalez, R.C. eds. (1992) Data Fusion in Robotics and Machine Intelligence. Academic Press.
  • [2] Benferhat, S., Dubois, D., and Prade, H. (1997) From semantic to syntactic approaches to information combination in possibilistic logic. In Bouchon-Meunier, B. eds., Aggregation and Fusion of Imperfect Information, 141-151. Physica-Verlag.
  • [3] Benferhat, S., Dubois, D., Kaci, S., and Prade, H. (2002) Possibilistic merging and distance-based fusion of propositional information. Annals of Mathematics and Artificial Intelligence, 34:217-252.
  • [4] Dubois, D., Fargier, H. and Prade, H. (2000) Multiple source information fusion: a practical inconsistency tolerant approach. In Proc. Eight International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems, 1047-1054.
  • [5] Dubois, D., Konieczny, S. and Prade, H. (2003) Quasi-possibilistic logic and its measures of information and conflict. Fundamenta Informaticae, 53(2-4):101-125.
  • [6] Dubois, D., Lang, J., and Prade, H. (1994) Possibilistic logic. In Handbook of logic in Artificial Intelligence and Logic Programming, Volume 3. Oxford University Press, 439-513.
  • [7] Dubois, D. and Prade, H. (1992) Combination of fuzzy information in the framework of possibility theory. Data Fusion and Robotics and Machine Intelligence, 481-505, M.A. Abidi and R.C. Gonzalez (eds.), New York: Academic.
  • [8] Dubois, D. and Prade, H. (1994) Possibility theory and data fusion in poorly informed environments.Control Engineering Practice, 2(5):811-823.
  • [9] Dubois, D. and Prade, H. (2001) Possibility theory in information fusion. In Data Fusion and Perception, Edited by G. Della Riccia et al., Springer.
  • [10] Dubois, D., Prade, H. and Testemale, C. (1988)Weighted fuzzy pattern matching. Fuzzy Sets and Systems, 28:313-331.
  • [11] Hartley, R. (1928) Transmission of information. Bell System Technical Journal, 7:535-563.
  • [12] Higashi, M. and Klir, G. (1983) Measures of uncertain and information based on possibility distributions. International Journal of General Systems, 9(1):43-58.
  • [13] Hunter, A. and Liu, W. (2005) A context-dependent algorithm for merging uncertain information in possibility theory. (submitted)
  • [14] Liberatore, P. and Schaerf, M. (1998) Arbitration (or How to Merge Knowledge Bases). IEEE Transaction on Knowledge and Data Engineering 10(1):76-90.
  • [15] Qi, G., Liu, W. and Glass, D. (2004) A split-combination method for merging possibilistic knowledge bases. In Proceedings of the Ninth International Conference on Principles of Knowledge Presentation and Reasoning (KR'04), 348-356.Morgan Kaufmann.
  • [16] Qi, G., Liu, W. and Bell, D.A. (2005) Measuring conflict and agreement between prioritized knowledge bases. In Proceedings of IJCAI'05, 552-558.
  • [17] Revesz, P.Z. (1997) On the semantics of arbitration. International Journal of Algebra and Computation, 7(2):133-160.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BUS2-0015-0042
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