Machine Learning for Spatial Environmental Data
Author | : Mikhail Kanevski |
Publisher | : CRC Press |
Total Pages | : 384 |
Release | : 2009-06-09 |
ISBN-10 | : 9780849382376 |
ISBN-13 | : 0849382378 |
Rating | : 4/5 (378 Downloads) |
Download or read book Machine Learning for Spatial Environmental Data written by Mikhail Kanevski and published by CRC Press. This book was released on 2009-06-09 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.