Předmět Advanced Decision Making in Business (FP-RaeaA)

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Materiál	Typ	Datum	Počet stažení

Cíl

The aim of the course is to get acquainted with some advanced and non-standard methods of analysis and simulation techniques in economy and finance by the method of explanation of these theories, to become familiar with these theories and their use.

Osnova

1. Introduction2-3. Fuzzy logic (FL): To be familiar with the basic notions and fuzzy logic rules, creation of models. The presentation of cases of application in decision making processes e.g. managerial and investment decision making, prediction, etc.4-5. Artificial neural networks (ANN): To be familiar with the basic notions in the area of artificial neural networks, presentation of the notation perceptron, multilayer neural network and their parameters. The applications cover investment decision making, estimations of the price of products, real properties, evaluation of value of client, etc.6-7. Genetic algorithms (GA): To be familiar with the principles of genetics, the analogy between nature and math description that enables the solution of decision making of problems. The use in the area of optimization of wide spectrum of problems is mentioned - the optimization of investment strategy, production control, cutting plans, curve fitting, the solution of traveling salesman, cluster analyses, etc.8-9. The theory of chaos: The theory deals with the possibilities of better description of economic phenomena than the classical methods do. The notion chaos, order and fractal are clarified, the use of this is mentioned.10-11. The use of FL, ANN and GA in the field of prediction, stock market, data mining, risk management, decision making etc. To be familiar with the problems and the way of the use of mentioned methods.12-13. Simulation: The presentation of the notion system and its identification and simulation. The description of the use of FL, ANN and GA during the process of simulation of decision making processes in enterprise sphere.

Literatura

ALIEV, A., ALIEV, R. Soft Computing and Its Applications, World Scientific Publishing Ltd, UK2002, 444p., ISBN 981-02-4700-1. (EN)DOSTÁL, P.: Advanced Decision making in Business and Public Services, Akademické nakla (EN)DOSTÁL, P. Advanced Economic Analyses. Brno: CERM Akademické nakladatelství, 2008. 80 p. ISBN: 978-80-214-3564-3) (EN)ALTROCK, C. Fuzzy Logic & Neurofuzzy – Applications in (EN)BOSE, K., LIANG, P. Neural Network, Fundamental with Graphs, Algorithm and Applications, Mc Graw-Hill, USA, 1996, 478s., ISBN 0-07-114064-6. (EN)DOSTÁL, P., SOJKA, Z. Finacial Risk Management, UTB Zlín, 2005,60p, ISBN 80-7318-343-9. (EN)DAVIS, L. Handbook of Genetic Algorithms, Int. Thomson Com. Press, USA, 1991, 385p., ISBN 1-850-32825-0. (EN)

Požadavky

The basic knowledge of mathematics.

Garant

prof. Ing. Petr Dostál, CSc.

Vyučující

prof. Ing. Petr Dostál, CSc.