3 Books found
CRC Press/Taylor & Francis Group Books
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Analysis and Modelling of Spatial Environmental Data
Analysis and Modelling of Spatial Environmental Data presents traditional geostatistics methods for variography and spatial predictions, approaches to conditional stochastic simulation and local probability distribution function estimation, and select aspects of Geographical Information Systems. It includes real case studies using Geostat Office software tools under MS Windows and also provides tools and methods to solve problems in prediction, ...
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Geostatistics: Spatial Information Modeling and Mapping for Natural Resources, Ecological and Environmental Applicationss
Geospatial information modeling and mapping has become an important tool for the investigation and management of natural resources at the landscape scale. Geostatistics reviews the types and applications of geospatial information data, such as remote sensing, GIS and GPS, as well as their integration into landscape scale geospatial statistical models and maps. Readers will learn the requirements and limitations of each geospatial tool. With ...
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Machine Learning Algorithms for Spatial Data Analysis and Modelling
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 ...