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Speed boosting induction of fuzzy rules with artificial immune systems

Published: 22 July 2008 Publication History

Abstract

The paper introduces a speed boosting extension to a novel induction of fuzzy rules from raw data using Artificial Immune System methods. The modified algorithm was experimentally proved to be several times faster than standard version.

References

[1]
Alatas, B., Akin, E.: Mining Fuzzy Classification Rules Using an Artificial Immune System with Boosting, In: Eder, J. et al. (eds.) ADBIS 2005. LNCS, vol. 3631, pp. 283-293. Springer-Verlag Berlin Heidelberg (2005).
[2]
Alves, R.T., et al.: An artificial immune system for fuzzy-rule induction in data mining. In: Yao, X., et al (eds.) Parallel Problem Solving from Nature-PPSN VIII. LNCS, vol. 3242, pp. 1011-1020. Springer, Heidelberg (2004).
[3]
Dasgupta, D. (ed.): Artificial Immune Systems and Their Applications. Springer-Verlag (1999).
[4]
Gonzales, F.A., Dasgupta, D.: An Immunogenetic Technique to Detect Anomalies in Network Traffic. In: Proceedings of Genetic and Evolutionary Computation. pp. 1081-1088. Morgan Kaufmann, San Mateo (2002).
[5]
Nasaroui, O., Gonzales, F., Dasgupta, D.: The Fuzzy Artificial Immune System: motivations, Basic Concepts, and Application to Clustering and Web Profiling. In: Proceedings of IEEE International Conference on Fuzzy Systems. pp. 711-716 (2002).
[6]
Pedrycz, W., Gomide, F.: An Introduction to Fuzzy Sets. Analysis and Design. MIT Press, Cambridge (1998).
[7]
Witten, I.H., Frank, E.: Data Mining: Practical Machine Learning Tools and Techniques. 2nd edn. Morgan Kaufmann, San Mateo (2005).
[8]
Zeng X., Martinez T. R.: Distribution-Balanced Stratified Cross-Validation for Accuracy Estimations. Journal of Experimental and Theoretical Artificial Intelligence. Vol. 12, number 1, pp. 1-12. Taylor and Francis Ltd (2000).

Cited By

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  • (2018)Accelerating improvement of fuzzy rules induction with artificial immune systemsWSEAS TRANSACTIONS on SYSTEMS10.5555/1486663.14866697:10(900-909)Online publication date: 17-Dec-2018
  • (2018)Accelerating improvement of fuzzy rules induction with artificial immune systemsWSEAS TRANSACTIONS on SYSTEMS10.5555/1486663.14866677:10(866-875)Online publication date: 17-Dec-2018
  • (2011)Diagnosis of cardiac arrhythmia using fuzzy immune approachProceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part II10.5555/1997005.1997035(265-274)Online publication date: 14-Apr-2011

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Information & Contributors

Information

Published In

cover image Guide Proceedings
ICS'08: Proceedings of the 12th WSEAS international conference on Systems
July 2008
821 pages
ISBN:9789606766831

Publisher

World Scientific and Engineering Academy and Society (WSEAS)

Stevens Point, Wisconsin, United States

Publication History

Published: 22 July 2008

Author Tags

  1. artificial immune system
  2. data mining
  3. fuzzy rules induction

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Cited By

View all
  • (2018)Accelerating improvement of fuzzy rules induction with artificial immune systemsWSEAS TRANSACTIONS on SYSTEMS10.5555/1486663.14866697:10(900-909)Online publication date: 17-Dec-2018
  • (2018)Accelerating improvement of fuzzy rules induction with artificial immune systemsWSEAS TRANSACTIONS on SYSTEMS10.5555/1486663.14866677:10(866-875)Online publication date: 17-Dec-2018
  • (2011)Diagnosis of cardiac arrhythmia using fuzzy immune approachProceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part II10.5555/1997005.1997035(265-274)Online publication date: 14-Apr-2011

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