Function approximations by coupling neural networks and genetic programming trees with oblique decision trees

Artificial Intelligence in Engineering

Volumn 13, Issue 3, 1999, Pages 223-239

  Yeun, Y S ^a   Lee, K H ^b   Yang, Y S ^c  

^a Daejin University   (South Korea)

^b Korea Research Institute of Ships and Ocean Engineering   (South Korea)

^c Seoul National University   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

APPROXIMATION THEORY; DECISION THEORY; FUNCTIONS; NEURAL NETWORKS; TREES (MATHEMATICS);

DECISION TREES; GENETIC PROGRAMMING;

ARTIFICIAL INTELLIGENCE;

EID: 0032631788     PISSN: 09541810     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0954-1810(98)00015-6     Document Type: Article

References (35)

1. Zhang X., Mesirov J.P., Waltz D.L. Hybrid system for protein secondary structure prediction. J Molecular Biology. 1992;1049-1063.
2. Happel B., Murre J.M.J. Design and evolution of modular neural network architecture. Neural Networks. 7:1994;985-1004.
3. Jacobs R.A., Jordan M.I. Adaptive mixtures of local experts. Neural Computation. 3:(1):1991;1.
4. Jacobs R.A., Jordan M.I. Learning piecewise control strategies in a modular neural network architecture. IEEE Trans on System Man and Cybernetics. 23(2):1993;337-345.
5. Pratt LY, Kamm CA. Improving a phoneme classification neural network through problem decomposition. Proc of IJCNN-91, 1991.
6. Smieja F.J. The pandemonium system of reflective agents. IEEE Trans on Neural Networks. 7:(1):1996;1.
7. Waibel A. Modular construction of time-delay neural networks for speech recognition. Neural Computation. 1:1989;39-46.
8. Murthy S.K., Kasif S., Salzberg S. A system for induction of oblique decision trees. J Artificial Intelligence Research. 2:1994;1-32.
9. Cybenko G. Approximation by superpositions of a sigmoidal function. Math Control Signal Systems. 2:1989;303-314.
10. Koza J.R. Genetic programming: on the programming of computers by means of natural selection. 1992;The MIT Press, Cambridge, MA.
11. Koza J.R. Genetic programming II: automatic discovery of reusable programs. 1994;The MIT Press, Cambridge, MA.
12. Sharman KC, Esparcia-Alcazar AI, Li Y. Evolving signal processing algorithms by genetic programming. In: Proc of 1st. IEE/IEEE Int Conf on GA in Eng Syst: Innovations and Appl, Sheffield, Sept 1995, p. 473-480; http:// www.mech.gla.ac.uk/ ~yunli/ csc95012.htm.
13. Gray G.J., Li Y., Murray-Smith D.J., Sharman K.C. Structural system identification using genetic programming and a block diagram oriented simulation tool. Electronics Letters. 32:1996;1422-1424. http //www.mech.gla.ac.uk/ ~yunli/csc96003.htm.
14. Bettenhausen KD, Marenbach P, Freyer S, Rettenmaier H, Nieken U. Self-organizing structured modeling of a biotechnological fed-batch fermentation by means of genetic programming. In: Proc. of the IEE Conf. GALESIA, Sheffield, UK, No 414, 1995, p. 481-486; http://www.rt.e-technik.th-darmstadt.de/~mali/GP/publications.html.
15. McKay B., Willis M.J., Hiden H.G., Montague G.A., Barton G.W. Identification of industrial processes using genetic programming. Identification in Engineering Systems. 1:1996;510-519. http://lorien.ncl.ac.uk/gp/papers.html.
16. Weinbrenner T. Genetic programming techniques applied to measurement data. Diploma Thesis, Dept. of Electronics and Electrical Engineering Centre for Systems and Control, University of Glasgow, 1997; http://thor.emk.e-technik.th-darmstadt.de/~thomasw/da.html.
17. Yang YS, Yeun YS. Design knowledge acquisition using genetic programming for the midship section design. In: Conf on Society of Naval Architectures of Korea, Nov. 1996; http://www.iworld.net/ ~yyshuj/ paper/paper.html.
18. Watson AH, Parmee IC. System Identification using genetic programming. In: Proc of ACEDC'96, 1996; http:// techweb.see.plym.ac.uk/ soc/ research/ edc/ publicat / papers/ awacedc7.zip.
19. Watson AH, Parmee IC. Identification of fluid systems using genetic programming. In: Proc of 4th. European Congress on Intelligent Technique and Soft Computing, 1996; http://techweb.see.plym.ac.uk/soc/research/edc/publicat/papers/ wec96.zip.
20. Kohonen T. Self-organization and associative memory. 1988;Springer-Verlag, New York.
21. Genesereth MR, Singh NP, Syed MA. A distributed and anonymous knowledge sharing approach to software interpretation. In: Proc of the Int. Symposium on Fifth Generation Computing Systems, 1994, pp. 125-139.
22. Genesereth M.R., Ketchpel S.P. Software agents. Communication of the ACM. 37:(7):1994.
23. McClelland J., Rumelhart D. Parallel distributed processing, Vol. 1,2. 1986;MIT Press, Cambridge, MA.
24. Adeli H., Hung S.L. Machine Learning. 1995;John Wiley and Sons, New York.
25. Hung S.L., Adeli H. An adaptive conjugate gradient learning algorithm for effective training of multilayer neural networks. Applied Mathematics and Computation. 62:(1):1994.
26. Yang YS, Yu WS, Han SM. Development of the intelligent line-heating system. Dept of Naval Architecture and Ocean Engineering, Seoul National University, Technical report, 1996.
27. Kalaba R.E., Udwadia F.E. Associative memory approach to the Identification of structural and mechanical systems. J Optimization Theory and Applications. 76:(2):1993;207-223.
28. Kalaba R.E., Lichtenstein Z., Simchony T., Tesfatsion L. Linear and nonlinear associative memories for parameter estimation. Information Sciences. 61:1992;45-66.
29. Quinlan JR. C4.5: Programs for machine learning. San Mateo, CA: Morgan Kaufmann Publishers, 1993.
30. Yang Y.S., Yeun Y.S. Knowledge-based expert system for the preliminary ship structural design. Trans on the Society of Naval Architects of Korea. 29:(1):1992.
31. Lee K.H., Lee D.K., Han S.H. Object-oriented approach to a knowledge-based structural design system. Expert Systems with Applications. 10:(2):1996;223-231.
32. Yeun YS. A study on the object-oriented knowledge-based system for the design of ship structure. PhD Thesis, Dept of Naval Architecture and Ocean Engineering, Seoul National University, 1995.
33. Yeun YS, Yang YS. Structural aggregation-based model for the regulation of classification. In: Proc of Korea Expert System Society Conference, Autumn, 1996, 177-188; http://www.iworld.net/~yyshuj/paper/paper.html.
34. Yeun Y.S., Yang Y.S. Design knowledge representation and control for the structural design of ships. Knowledge-Based Systems. 10:(2):1997;121-133. http: // www.iworld.net/ ~yyshuj/ paper/ paper.html.
35. Lee DK, Lee KH, Han SH. Development of the adaptable user-oriented conceptual ship design system. In: Proc of 9th Int Conf on Computer Applications in Shipbuilding, 1994, pp. 11.61-11.71.