Abstract
A representation choice problem is based on the selection of an object (or objects) called a representative (or representatives), which should at best represent a given set of objects. For solving this problem in the most of cases one defines a distance function between objects and representation choice functions (choice criteria). However, it often happens that the number of representatives is too large, what in many practical situations is not convenient for decision making processes and information management. In this paper the authors propose 3 methods for solving the problem of representatives number reduction. Some examples illustrating these methods are also included.
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References
Arrow, K.J.: Social choice and individual values. Wiley, New York (1963)
Aizerman, M.A.: New problems in the general choice theory. Social Choice Welfare 2, 235–382 (1985)
Barthelemy, J.P., Janowitz, M.F.: A formal theory of consensus. SIAM J. Discrete Math. 4, 305–322 (1991)
Daniłowicz, C., Nguyen, N.T.: Consensus methods for solving inconsistency of replicated data in distributed systems. Distributed and Parallel Databases – An International Journal 14(1), 53–69 (2003)
Daniłowicz, C., Nguyen, N.T.: Criteria and functions for expert information representation choice. In: Kłopotek, et al. (eds.) Proceedings of 10th Int. Conference on Intelligent Information Systems 2001, pp. 225–234. Physica-Verlag (2001)
Daniłowicz, C., Nguyen, N.T., Jankowski, L.: Methods for choice of representation of agent knowledge states in multiagent systems. Monograph, Wroclaw University of Technology Press (2002) (in Polish)
Day, W.H.E.: Consensus methods as tools for data analysis. In: Bock, H.H. (ed.) Classification and Related Methods for Data Analysis, pp. 312–324. North-Holland, Amsterdam (1988)
Fishburn, P.C.: Condorcet social choice functions. SIAM J. App. Math. 33, 469–489 (1977)
Katarzyniak, R., Nguyen, N.T.: Solving conflicts of agent knowledge states in multiagent systems. In: Grosky, W.I., Plášil, F. (eds.) SOFSEM 2002. LNCS, vol. 2540, pp. 231–239. Springer, Heidelberg (2002)
Katarzyniak, R., Nguyen, N.T.: Modification of Weights of Conflict Profile’s Elements and Dependencies of Attributes in Consensus Model. In: Alpigini, J.J., Peters, J.F., Skowron, A., Zhong, N. (eds.) RSCTC 2002. LNCS (LNAI), vol. 2475, pp. 131–138. Springer, Heidelberg (2002)
McMorris, F.R., Powers, R.C.: The median procedure in a formal theory of consensus. SIAM J. Discrete Math. 14, 507–516 (1995)
McMorris, F.R., Powers, R.C.: The median function on weak hierarchies. DIMACS Series in Discrete Mathematics and Theoretical Computer Science 37, 265–269 (1997)
Malowiecki, M., Nguyen, N.T., Zgrzywa, M.: Using Consistency Measures and Attribute Dependencies for Solving Conflicts in Adaptive Systems. In: Proceedings of ICCS 2004, Krakow Poland, June 2004. LNCS, Springer, Heidelberg (2004) (to appear)
Nguyen, N.T.: Using Consensus Methods for Solving Conflicts of Data in Distributed Systems. In: Jeffery, K., Hlaváč, V., Wiedermann, J. (eds.) SOFSEM 2000. LNCS, vol. 1963, pp. 409–417. Springer, Heidelberg (2000)
Nguyen, N.T.: Using distance functions to solve representation choice problems. Fundamenta Informaticae 48(4), 295–314 (2001)
Nguyen, N.T.: Consensus system for solving conflicts in distributed systems. Journal of Information Sciences 147, 91–122 (2002)
Nguyen, N.T.: Representation Choice Methods as The Tool for Solving Uncertainty in Distributed Temporal Database Systems with Indeterminate Valid Time. In: Monostori, L., Váncza, J., Ali, M. (eds.) IEA/AIE 2001. LNCS (LNAI), vol. 2070, pp. 445–454. Springer, Heidelberg (2001)
Nguyen, N.T.: Using consensus for solving conflict situations in fault-tolerant distributed systems. In: Proceedings of First IEEE/ACM Symposium on Cluster Computing and the Grid 2001, Australia, pp. 379–385. IEEE Computer Press, Los Alamitos (2001)
Nguyen, N.T., Sobecki, J.: Using Consensus Methods to Construct Adaptive Interfaces in Multimodal Web-based Systems. Journal of Universal Access in the Information Society 2(4), 342–358 (2003)
Nguyen, N.T.: Consensus-based timestamps in distributed temporal databases. The Computer Journal 44(5), 398–409 (2001)
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Nguyen, N.T., Danilowicz, C. (2004). Methods for Reducing the Number of Representatives in Representation Choice Tasks. In: Orchard, B., Yang, C., Ali, M. (eds) Innovations in Applied Artificial Intelligence. IEA/AIE 2004. Lecture Notes in Computer Science(), vol 3029. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-24677-0_17
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DOI: https://doi.org/10.1007/978-3-540-24677-0_17
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