Generation of multicriterion strategies decisions using Kohonen neural networks

Generation of multicriterion strategies decisions using Kohonen neural networks

Radomir Domaradzki1, Janusz Morajda2

1AGH University of Science and Technology.
2Akademia Ekonomiczna w Krakowie.

DOI:

https://doi.org/10.7494/cmms.2005.1.0072

Abstract:

A method of generation of initial grouping of input values vectors, using self-organizing neural network – Kohonen network as an instrument, is described in this work. This main aim of the paper is demonstration of new methodology for grouping data during producing strategies decisions, which can be further applied in the filed of materials engineering. Described approach is illustrated by example, which characterizes share market condition.

Cite as:

Domaradzki, R., Morajda, J. (2005). Generation of multicriterion strategies decisions using Kohonen neural networks. Computer Methods in Materials Science, 5(1-2), 45 – 55. https://doi.org/10.7494/cmms.2005.1.0072

Article (PDF):

Keywords:

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References:

Beltratti, A., Margarita, S., Terna, P., Neural Networks for Economic and Financial Modelling, TCP, London, 1996.

Berry, M.J.A., Linoff, G.S., Mastering data mining, John Wiley & Sons, New York, 2000.

Deboeck, G., Investment Maps of Emerging Markets, w: Visual Explorations in Finance, ed., Deboeck, G., Kohonen, T. Springer-Verlag. (1997). 83-105.

Haefke, C., Helmenstein, C., Neural Networks in the Capital Markets: An Application to Index Forecasting, Computational Economics, 1996, 37-50.

Hastie, T., Tibshirani, R., Friedman, J., The elements of Statistical Learning. Data mining, Inference, and Prediction, Springer, New York – Berlin – Heidelberg, 2001.

Hiemstra, Y., Linear Regression Versus Backpropagation Networks to Predict Quarterly Stock Market Excess Returns, Computational Economics, 1996, 67-76.

Kohonen, T., Sel/-organizing maps. Springer-Verlag, Berlin, 1995.

Lula, P., Morajda, J., Klasyfikacja wzorcow wystepujacych w finansowych szeregach czasowych przy użyciu sieci neuronowych Kohonena, Zeszyty naukowe AE w Krakowie, nr 604, Prace z zakresu informatyki i jej zastosowań, Kraków, 2002.

Morajda, J., Applications of neural networks in the financial markets – selected aspects, Mat. 4. Konf: Neural Networks and Their Applications, Zakopane, Czestochowa 1999.

Morajda, J., Neural networks as predictive models in financial futures trading, Mat. 4. Konf. Neural Networks and Their Applications, Zakopane, Czestochowa 1999.

Morajda, J., Neural Networks and Their Economic Applications, w: Artificial Intelligence and Security in Computing Systems, ed., Sołdek, J., Drobiazgiewicz, L., Kluwer Academic Publishers, Boston-Dordrecht-London, 2003.

Refenes, A.P., (ed.), Neural networks in the capital markets, Wiley, Chichester, 1995.

Roning, J., Elsila, U., Knowledge Discovery in Steel Industry Measurements, University of Oulu, Oulu, 1998.

Schoeneburg, E., Stock Price Prediction Using Neural Networks, A Project Report, Neurocomputing, vol. 2, 1990, 17-27.

Trippi, R.R., Turban, E., Neural Network in Finance and Investing, Probus Publishing, Chicago, 1996.