9780849382376

Machine Learning for Spatial Environmental Data: Theory, Applications, and Software

  • ISBN 13:

    9780849382376

  • ISBN 10:

    0849382378

  • Edition: 1st
  • Format: Hardcover
  • Copyright: 06/09/2009
  • Publisher: EFPL Press

Note: Not guaranteed to come with supplemental materials (access cards, study guides, lab manuals, CDs, etc.)

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Summary

This book discusses machine learning algorithms, such as artificial neural networks of different architectures, statistical learning theory, and Support Vector Machines used for the classification and mapping of spatially distributed data. It presents basic geostatistical algorithms as well. The authors describe new trends in machine learning and their application to spatial data. The text also includes real case studies based on environmental and pollution data. It includes a CD-ROM with software that will allow both students and researchers to put the concepts to practice.

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