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

Pozdnukhov, Alexi,Timonin, Vadim,Kanevski, Mikhail

ISBN 10: 0849382378 / ISBN 13: 9780849382376

Verlag: EPFL Press, 2009

Beschreibung

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Bestandsnummer des Verkäufers S_338920577

Bibliografische Details

• Titel: Machine Learning for Spatial Environmental Data: Theory, Applications, and Software (Environmental Sciences)
• Verlag: EPFL Press
• Erscheinungsjahr: 2009
• Sprache: Englisch
• ISBN-10: 0849382378
• ISBN-13: 9780849382376
• Einband: Hardcover
• Zustand: Good

Über diesen Titel

Inhaltsangabe

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.