Data analysis and flow graphs
DOI:
https://doi.org/10.26636/jtit.2004.3.255Keywords:
data mining, data independence, flow graph, Bayes’ ruleAbstract
In this paper we present a new approach to data analysis based on flow distribution study in a flow network. Branches of the flow graph are interpreted as decision rules, whereas the flow graph is supposed to describe a decision algorithm. We propose to model decision processes as flow graphs and analyze decisions in terms of flow spreading in the graph.
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References
[1] M. Berthold and D. J. Hand, Intelligent Data Analysis - an Introduction. Berlin [etc.]: Springer-Verlag, 1999.
View in Google Scholar
[2] L. R. Ford and D. R. Fulkerson, Flows in Networks. Princeton [etc.]: Princeton University Press, 1962.
View in Google Scholar
[3] J. Łukasiewicz, "Die logischen Grundlagen der Wahrscheinlichkeitsrechnung" (Kraków, 1913), in Jan Łukasiewicz - Selected Works, L. Borkowski, Ed. Amsterdam [etc.], North Holland Publ., Warsaw: Polish Scientific Publ., 1970.
View in Google Scholar
[4] M. Kryszkiewicz, H. Rybiński, and M. Muraszkiewicz, "Data mining methods for telecom providers", Institute of Computer Sciences, Warsaw University of Technology, Research Report 28/02 and "MOST - mobile open society thorough wireless telecommunications technology for mobile society", M. Muraszkiewicz, Ed., Warsaw University of Technology, 2003, pp. 210-220.
View in Google Scholar
[5] Z. Pawlak, "Probability, truth and flow graphs", in RSKD - Rough Sets in Knowledge Discovery, Proc., A. Skowron and M. Szczuka, Eds., Warsaw, Poland, 2003, pp. 1-9.
View in Google Scholar
[6] Z. Pawlak, "Flow graphs and decision algorithms", in Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, G. Wang, Y. Yao, and A. Skowron, Eds., Lecture Notes in Artificial Intelligence. Berlin: Springer, 2003, vol. 2639, pp. 1-10.
View in Google Scholar
[7] Bayes's Theorem, Proceedings of the British Academy, R. Swinburne, Ed. Oxford University Press, 2002, vol. 113.
View in Google Scholar
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