Czasopismo
2001
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nr 891 Pozyskiwanie wiedzy z baz danych : materiały na konferencję zorganizowaną przez Katedrę Systemów Sztucznej Inteligencji Akademii Ekonomicznej im. Oskara Langego we Wrocławiu, Karpacz, 18-20 maja 2001 r.
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154--163
Tytuł artykułu
Warianty tytułu
Języki publikacji
Abstrakty
Autorzy przedstawili wyniki badań dotyczących wykorzystania algorytmu genetycznego do pozyskiwania wiedzy z sieci neuronowych. Do tych badań wykorzystano klasyczny algorytm genetyczny, w którym na podstawie funkcji dopasowania dokonywana jest selekcja w oparciu o metodę ruletki. Później zastosowano klasyczne operatory mutacji i krzyżowania.
The usage of genetic algorithm to obtain knowledge from neural network was researched. The authors used a classical genetc algorithm, in which a selection is made by means of a roulette method on the basis of match function. Then, they implemented classical operators of mutation and cross. (MN)
Rocznik
Strony
154--163
Opis fizyczny
Twórcy
autor
Bibliografia
- Andrews R.: Survey and Critique of Techniques for Extracting Rules from Trained Artificial Neural Networks. Knowledge-Based Systems, Volume: 8, Issue: 6, December. (1995) 373-389.
- Arbatli A.D., Akin H.L.: Rule Extraction from Trained Neural Networks Using Genetic Algorithms. Nonlinear Analysis, Volume: 30, Part 3, December, (1997) 1639-1648.
- Avner S.: Extraction of Comprehensive Symbolic Rules from a Multi-Layer Perception. Engineering Applications of Artificial Intelligence, Volume: 9, Issue: 2, April, (1996), 137-143.
- Freeman J., Skapura D.: Neural Networks, Algorithms, Applications and Programming Techniques. Addison-Wesley Publishing Company, Inc. (1992).
- Fu L. M.: Rule Generation from Neural Network. IEEE Transactions on Systems, Man and Cybernetics vol. 24. No. 8. August (1994) 1114-1124.
- Jagielska I., Matthews Ch., Whitfort T.: An Investigation Into the Application of Neural Networks, Fuzzy Logic, Genetic Algorithm, and Rough Sets to Automated Knowledge Acquisition for Classification Problems. Neurocomputing 24 (1999) 37-54.
- Krishnan R., Sivakumar G., Bhattacharya P.: A Search Technique for Rule Extraction from Trained Neural Networks. Pattern Recognition Letters, Volume: 20, Issue: 3, March, (1999) 273-280.
- Mitchell T.M.: Machine Learning. Mc Graw-Hill Companies, Inc., (1997).
- Setiono R.: Extracting Rules from Pruned Neural Networks for Breast Cancer Diagnosis. Artificial Intelligence in Medicine, Volume: 8, Issue: 1, February, (1996) 37-51.
- Thrun S.: Extracting Rules from Artificial Neural Networks with Distributed Representation. Proceedings of the Eleventh International Conference on Machine Learning, New Brunswick, NJ. Morgan Kaufman.
- Tickle A., Orlowski M., Diedrich J.: A Methodology for Extracting Rules from Trained Neural Networks. Rules and Networks: Proceedings of the Rule Extraction From Trained Artificial Neural Networks Workshop, Queensland University of Technology, Neurocomputing Research Center QUT NRC, April (1996) 90-102.
- Towell G.G., Shavlik J.: Extracting Refined Rules from Knowledge Based Neural Networks. Machine Learning vol. 131 (1993)71-101.
- Towell G.G., Shavlik J.: Knowledge Based Artificial Neural Networks. Artificial Intelligence, 70(1-2), (1994), 119-165.
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
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