Advanced Mapping of Environmental Data: Geostatistics, Machine Learning and Bayesian Maximum Entropy
Copyright © 2008 ISTE Ltd.
Editor(s): Mikhail Kanevski
Published Online: 2 FEB 2010
Print ISBN: 9781848210608
Online ISBN: 9780470611463
Series Editor(s): Pierre Dumolard
About this Book
This book combines geostatistics and global mapping systems to present an up-to-the-minute study of environmental data. Featuring numerous case studies, the reference covers model dependent (geostatistics) and data driven (machine learning algorithms) analysis techniques such as risk mapping, conditional stochastic simulations, descriptions of spatial uncertainty and variability, artificial neural networks (ANN) for spatial data, Bayesian maximum entropy (BME), and more.