Machine Learning for Spatial Environmental Data: Theory, Applications, and Software (Environmental Sciences: Environmental Engineering) - Tapa dura

Kanevski, Mikhail; Timonin, Vadim; Pozdnukhov, Alexi

 
9780849382376: Machine Learning for Spatial Environmental Data: Theory, Applications, and Software (Environmental Sciences: Environmental Engineering)

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Sinopsis

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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Reseña del editor

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.  

"Sobre este título" puede pertenecer a otra edición de este libro.

Otras ediciones populares con el mismo título

9782940222247: Machine Learning for Spatial Environmental Data: Theory, Applications and Software (Environmental Sciences)

Edición Destacada

ISBN 10:  294022224X ISBN 13:  9782940222247
Editorial: Presses Polytechniques et Univer..., 2025
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