Discovering trends in large datasets using neural networks

Applied Intelligence

Volumn 24, Issue 1, 2006, Pages 51-60

  Kaikhah, Khosrow ^a   Doddameti, Sandesh ^a  

^a Texas State University   (United States)

Author keywords

Discovering trends; Neural networks; Rule extraction

Indexed keywords

CRIMES; DISCOVERING TRENDS; RULE EXTRACTION;

COMPUTER NETWORKS; KNOWLEDGE BASED SYSTEMS; NEURAL NETWORKS; SOCIAL ASPECTS;

DATABASE SYSTEMS;

EID: 31144451061     PISSN: 0924669X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10489-006-6929-9     Document Type: Article

References (16)

1. J.P. Bigus, Data Mining With Neural Networks: Solving Business Problems from Application Development to Decision Support, McGraw-Hill: NY, 1996.
2. J. Han and M. Kamber, Data Mining: Concepts and Techniques, Morgan Kaufmann: San Francisco, California, 2001.
3. R. Andrews, J. Diederich, and A. Tickle, "A survey and critique of techniques for extracting rules from trained artificial neural networks," Knowledge-Based Systems, vol. 8, no. 6, pp. 373-389, 1995.
4. L. Bochereau and P. Bourgine, "Extraction of semantic features and logical rules from a multilayer neural network," in International Joint Conference on Neural Networks Washington DC vol. 2, 1990, pp. 579-582.
5. G. Towell and J. Shavlik, "The extraction of refined rules from knowledge based neural networks," Machine Learning, vol. 131, pp. 71-101, 1993.
6. R. Andrews and S. Geva, "Rule extraction from a constrained error back propagation MLP" in Proc. 5th Australian Conference on Neural Networks Brisbane Queensland, 1994, pp. 9-12.
7. S.B. Thrun, "Extracting provably correct rules from artificial neural networks," Technical Report IAI-TR-93-5 Institut fur Informatik III Universität Bonn, 1994.
8. S. Sestito and T. Dillon, "Automated knowledge acquisition of rules with continuously valued attributes," in Proc. 12th International Conference on Expert Systems and their Applications (AVIGNON'92), May 1992, pp. 645-656.
9. M.W. Carven and J.W. Shavlik, "Using sampling and queries to extract rules from trained neural networks," in Machine Learning: Proceedings of the Eleventh International Conference, 1994, pp. 176-183.
10. A.B. Tickle, M. Orlowski, and J. Diederich, "DEDEC: Decision detection by rule extraction from neural networks," QUT NRC, September 1994.
11. R. Setiono, H. Lu, and H. Liu, "Effective data mining using neural networks," IEEE Transactions on Knowledge and Data Engineering, vol. 8, no. 6, pp. 957-961, 1996.
12. R. Setiono, "Extracting rules from pruned neural networks for breast cancer diagnosis," Artificial Intelligence in Medicine, vol. 8, no. 1, pp. 37-51, 1996.
13. A. Gupta, S. Park, and S.M. Lam, "Generalized analytic rule extraction for feedforward neural networks," IEEE Transactions on Knowledge and Data Engineering, vol. 11, pp. 985-991, 1998.
14. Jason T. L. Wang, Q. Ma, D. Shasha, and C.H. Wu, "Application of neural networks to biological data mining: A case study in protein sequence classification," in The Sixth ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, Boston: MA, USA, 2000, pp. 305-309.
15. K. Kaikhah and S. Doddameti, "Knowledge discovery using neural networks," in Seventeenth International Conference on Industrial & Engineering Applications of Artificial Intelligence & Expert Systems, (IEA/AIE), May 2004, pp. 20-28.
16. K. Mehrotra, C.K. Mohan, and S. Ranka, Elements of Artificial Neural Networks (Complex Adaptive Systems, MIT Press: Cambridge, MA, 1997.