Table of Contents
ISRN Soil Science
Volume 2012, Article ID 610567, 9 pages
Research Article

An Ensemble of Neural Classifiers and Constructivist Algorithms in the Identification of Agricultural Suitability Complexes of Soils on the Basis of Physiographic Information

Faculty of Mining Surveying and Environmental Engineering, AGH University of Science and Technology, Al. Mickiewicza 30, 30-059 Cracow, Poland

Received 3 January 2012; Accepted 19 February 2012

Academic Editors: M. Cox, W. Ding, and Z. He

Copyright © 2012 Stanislaw Gruszczynski. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. C. M. Bishop, Neural Networks for Pattern Recognition, Oxford University Press, Oxford, UK, 1995.
  2. R. Hecht-Nielsen, Neurocomputing, Addison-Wesley, Reading, UK, 1991.
  3. R. Tadeusiewicz, Neural Networks, Akademicka Oficyna Wydawnicza, Warszawa, Poland, 1993.
  4. N. Jankowski, Ontogenic Neural Networks. The Networks Change their Structure, Exit, Warszawa, Poland, 2004.
  5. J. Zurada, M. Barski, and W. Jędruch, Artificial Neural Networks, Wydawnictwo Naukowe PWN, Warszawa, Poland, 1996.
  6. W. Duch and K. Grabczewski, “Heterogeneous adaptive systems,” in Proceedings of the International Joint Conference on Neural Networks (IJCNN '02), pp. 524–529, May 2002. View at Scopus
  7. L. Kuncheva, Combining Pattern Classifiers: Methods and Algorithms, Wiley-Interscience, Hoboken, NJ, USA, 2004.
  8. S. K. Pal and P. Mitra, Pattern Recognition Algorithms for Data Mining. Scalability, Knowledge Discovery and Soft Granular Computing, Chapman and Hall/CRC Press Company, London, UK, 2004.
  9. D. H. Wolpert, “Stacked generalization,” Neural Networks, vol. 5, no. 2, pp. 241–259, 1992. View at Google Scholar · View at Scopus
  10. H. Jenny, Factors of Soil Formation. A System of Quantitative Pedology, Dover Press, New York, NY, USA, 1994.
  11. A. B. McBratney, M. L. Mendonça Santos, and B. Minasny, “On digital soil mapping,” Geoderma, vol. 117, no. 1-2, pp. 3–52, 2003. View at Publisher · View at Google Scholar · View at Scopus
  12. A. X. Zhu, “Mapping soil landscape as spatial continua: the neural network approach,” Water Resources Research, vol. 36, no. 3, pp. 663–677, 2000. View at Publisher · View at Google Scholar · View at Scopus
  13. T. Witek, “The potential production capacity of arable land in Poland,” Roczniki Gleboznawcze, vol. 36, no. 3, pp. 37–42, 1985 (Polish). View at Google Scholar
  14. M. Aksela, “Comparison of classifier selection methods for improving committee performance,” in Proceedings of the 4th International Conference on Multiple Classifier Systems (MCS '03), pp. 84–93, 2003.
  15. W. Duch, R. Setiono, and J. M. Zurada, “Computational intelligence methods for rule-based data understanding,” Proceedings of the IEEE, vol. 92, no. 5, pp. 771–805, 2004. View at Publisher · View at Google Scholar · View at Scopus