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

Author:   Mikhail Kanevski ,  Alexei Pozdnoukhov ,  Vadim Timonin
Publisher:   Presses Polytechniques et Universitaires Romandes
ISBN:  

9782940222247


Pages:   392
Publication Date:   29 October 2024
Format:   Paperback
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

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


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Overview

The book presents the state of the art in machine learning algorithms (artificial neural networks of different architectures, support vector machines, etc.) as applied to the classification and mapping of spatially distributed environmental data. Basic geostatistical algorithms are presented as well. New trends in machine learning and their application to spatial data are given, and real case studies based on environmental and pollution data are carried out. The book provides a CD-ROM with the Machine Learning Office software, including sample sets of data, that will allow both students and researchers to put the concepts rapidly to practice.

Full Product Details

Author:   Mikhail Kanevski ,  Alexei Pozdnoukhov ,  Vadim Timonin
Publisher:   Presses Polytechniques et Universitaires Romandes
Imprint:   Presses Polytechniques et Universitaires Romandes
Dimensions:   Width: 1.60cm , Height: 0.30cm , Length: 2.40cm
Weight:   0.454kg
ISBN:  

9782940222247


ISBN 10:   294022224
Pages:   392
Publication Date:   29 October 2024
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

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