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Learning Bayesian networks using various datasources and applications to financial analysis
Authors:J Gemela
Affiliation:(1) Laboratory for Intelligent Systems, University of Economics, Ekonomicka 957, CZ-148 00 Prague 4, Czech Republic e-mail: gemela@mefisto.cz, CZ
Abstract: This paper illustrates opportunities of using Bayesian networks in fundamental financial analysis. In it, we will present an application based on construction of a Bayesian network from a database of financial reports collected for the years 1993–97. We will focus on one sector of the Czech economy – engineering – presenting an example that use the constructed Bayesian network in the sector financial analysis. In addition, we will deal with the rating analysis and show how to perform this kind of analysis by means of neural and Bayesian networks. This work was supported by the grant VS96008 of the Ministry of Education of the Czech Republic.
Keywords:  Bayesian networks  Learning  Fundamental financial analysis  Neural networks  Engineering  Application
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