Abstract
The aim of the study was to apply rough set attribute reduction in a dispersed decision-making system. The system that was used was proposed by the author in a previous work. In this system, a global decision is taken based on the classifications that are by the base classifiers. In the process of decision-making, elements of conflict analysis and negotiations have been applied. Reduction of the set of conditional attributes in local decision tables was used in the paper. The aim of the study was to analyze and compare the results that were obtained after the reduction with the results that were obtained for the full set of attributes.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Bregar, A.: Towards a framework for the measurement and reduction of user-perceivable complexity of group decision-making methods. IJDSST 6(2), 21–45 (2014)
Cabrerizo, F.J., Herrera-Viedma, E., Pedrycz, W.: A method based on PSO and granular computing of linguistic information to solve group decision making problems defined in heterogeneous contexts. Eur. J. Oper. Res. 230(3), 624–633 (2013)
Demri, S., Orlowska, E.: Incomplete Information: Structure, Inference. Complexity. Monographs in Theoretical Computer Science. An EATCS Series. Springer, Heidelberg (2002)
Gatnar, E.: Multiple-model approach to classification and regression. PWN, Warsaw (2008)
Kuncheva, L.I.: Combining Pattern Classifiers Methods and Algorithms. Wiley, Hoboken (2004)
Pawlak, Z.: Rough sets. Int. J. Comput. Inf. Sci. 11, 341–356 (1982)
Pawlak, Z.: On conflicts. Int. J. Man-Mach. Stud. 21(2), 127–134 (1984)
Pawlak, Z.: An inquiry into anatomy of conflicts. Inf. Sci. 109(1–4), 65–78 (1998)
Polikar, R.: Ensemble based systems in decision making. IEEE Circuits Syst. Mag. 6(3), 21–45 (2006)
Przybyła-Kasperek, M., Wakulicz-Deja, A.: Application of reduction of the set of conditional attributes in the process of global decision-making. Fundam. Inform. 122(4), 327–355 (2013)
Przybyła-Kasperek, M., Wakulicz-Deja, A.: A dispersed decision-making system - the use of negotiations during the dynamic generation of a system’s structure. Inf. Sci. 288, 194–219 (2014)
Przybyła-Kasperek, M., Wakulicz-Deja, A.: Global decision-making system with dynamically generated clusters. Inf. Sci. 270, 172–191 (2014)
Przybyła-Kasperek, M.: Decision making system with dynamically generated disjoint clusters. Stud. Informatica 34(2A), 275–294 (2013)
Przybyła-Kasperek, M.: Global decisions taking process, including the stage of negotiation, on the basis of dispersed medical data. In: Kozielski, S., Mrozek, D., Kasprowski, P., Małysiak-Mrozek, B., Kostrzewa, D. (eds.) BDAS 2014. CCIS, vol. 424, pp. 290–299. Springer, Cham (2014). doi:10.1007/978-3-319-06932-6_28
Przybyla-Kasperek, M., Wakulicz-Deja, A.: Global decision-making in multi-agent decision-making system with dynamically generated disjoint clusters. Appl. Soft Comput. 40, 603–615 (2016)
Schneeweiss, C.: Distributed decision making-a unified approach. Eur. J. Oper. Res. 150(2), 237–252 (2003)
Skowron, A.: Rough Set Exploration System. http://logic.mimuw.edu.pl/~rses/. Accessed 03 Nov 2016
Skowron, A.: Rough sets and vague concepts. Fundam. Inform. 64(1–4), 417–431 (2005)
Skowron, A., Wang, H., Wojna, A., Bazan, J.G.: Multimodal Classification: Case Studies, Transactions on Rough Sets V. LNCS, vol. 4100, pp. 224–239. Springer, Heidelberg (2006)
Susmaga, R., Slowinski, R.: Generation of rough sets reducts and constructs based on inter-class and intra-class information. Fuzzy Sets Syst. 274, 124–142 (2015)
Wakulicz-Deja, A., Przybyła-Kasperek, M.: Multi-agent decision system & comparision of methods. Stud. Informatica 31(2A), 173–188 (2010)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer International Publishing AG
About this paper
Cite this paper
Przybyła-Kasperek, M. (2017). Attribute Reduction in a Dispersed Decision-Making System with Negotiations. In: Kozielski, S., Mrozek, D., Kasprowski, P., Małysiak-Mrozek, B., Kostrzewa, D. (eds) Beyond Databases, Architectures and Structures. Towards Efficient Solutions for Data Analysis and Knowledge Representation. BDAS 2017. Communications in Computer and Information Science, vol 716. Springer, Cham. https://doi.org/10.1007/978-3-319-58274-0_7
Download citation
DOI: https://doi.org/10.1007/978-3-319-58274-0_7
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-58273-3
Online ISBN: 978-3-319-58274-0
eBook Packages: Computer ScienceComputer Science (R0)