A new algorithm for automatic knowledge acquisition in inductive learning

Knowledge-Based Systems

Volumn 19, Issue 6, 2006, Pages 388-395

  Akgöbek, Ömer ^a   Aydin, Yavuz Selim ^a   Öztemel, Ercan ^b   Aksoy, Mehmet Sabih ^b  

^a HARRAN UNIVERSITY   (Turkey)

^b SAKARYA UNIVERSITY   (Turkey)

Author keywords

Entropy; Inductive learning; Knowledge acquisition; Machine learning; Rule extraction

Indexed keywords

ALGORITHMS; COMPUTER SOFTWARE; ENTROPY; KNOWLEDGE BASED SYSTEMS; LEARNING SYSTEMS;

BALANCE AND BALLOONS; INDUCTIVE LEARNING; RULE EXTRACTION; SPLICE;

KNOWLEDGE ACQUISITION;

EID: 33747881363     PISSN: 09507051     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.knosys.2006.03.001     Document Type: Article

References (15)

1. Michie D. Current development in expert system. In: Quinlan J.R. (Ed). Applications of Expert Systems (1987), Addison-Wesley
2. Feigenbaum, E.A., "Expert System in the 1980s", in Infotech State of the Art Report on Machine Intelligence, Ed:A. Bond, Maidenhead, Pergamon, Infotch, 1981.
3. Aksoy, M.S., "New Algorithms for Machine Learning", Thesis of PhD, University of Walles, Cardiff, United Kingdom, 1993.
4. Pham D.T., and Dimov S.S. An efficient algorithm for automatic knowledge acquision. Pattern Recognit. 30 7 (1997) 1137-1143
5. Pham D.T., and Dimov S.S. An algorithm for incremental inductive learning. Proc. Inst. Mech. Eng. 211B (1997) 239-249
6. Pham D.T., and Dimov S.S. The RULES-4 incremental inductive learning algorithm. In: Adey R.A., Rzevski G., and Teti R. (Eds). Applications of Artificial Intelligence in Engineering XII (1997), Computational Mechanics Publications, Southampton Boston 163-166
7. Fisher R.A. The use of multiple measurements in taxonomic problems. Ann. Eugen. 7 (1936) 466-475
8. Pham, D.T. Dimov S.S., Salem Z., "Technique for Selecting Examples in Inductive Learning", ESIT 2000, Aachen, Germany, 14-15 September 2000.
9. Haykin S. Neural networks a comprehensive foundation (1994), Prentice Hall, Upper Saddle River, New Jersey 446-452
10. Blake, C.L., Merz, C.J., "UCI Repository of Machine Learning Databases", [http://ftp.ics.uci.edu/pub/ml-repos/machine-learning-databases/]. Irvine, CA: University of California, Department of Information and Computer Science, 1998.
11. Tolun M.R., and Abu-Soud S.M. ILA: an inductive learning algorithm for rule extraction. Expert Syst. Appl. 14 (1998) 361-370
12. Wu X. Rule induction with extension matrices. J. Am. Soc. Inform. Sci. 49 5 (1998) 435-454
13. Tolun, M.R., Sever, H., Uludaǧ, M., "Improved Rule Discovery Performance on Uncertainty", The Second Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-98), Melbourne, Australia, 15-17 April 1998.
14. AN A. Learning classification rules from data. Comput. Math. Appl. (2003)
15. Thrun, S.B., Bala, J., Bloedorn, E., Bratko, I., Cestnik, B., Cheng, J., De Jong, K., Dzeroski, S., Fahlman, S.E., Fisher, D., Hamann, R., Kaufman, K., Keller, S., Kononenko, I., Kreuziger, J., Michalski, R.S., Mitchell, T., Pachowicz, P., Reich, Y., Vafaie, H., Welde, W.V., Wenzel, W., Wnek, J., Zhang, J., "The MONK's Problems A Performance Comparison of Different Learning Algorithms", Carnegie Mellon University, CMU-CS-91-197, December 1991.