Interfacing Geostatstics and GIS

Softcover Nachdruck of hardcover 1. Auflage 2009
ISBN: 978-3-642-06982-6
Verlag: Springer

Buch, Englisch, 282 Seiten, Paperback, Format (B × H): 155 mm x 235 mm, Gewicht: 458 g

Most of the papers contained in this volume grew out of presentations given attheInternational Workshop StatGIS03–InterfacingGeostatistics, GISand Spatial Data Bases, which was held in Pörtschach, Austria, Sept. 29–Oct. 1, 2003, and ensuing discussions, afterwards. Some of the papers are new and have not been given at the conference. Therefore, most of the papers should not be considered as conference proceedings in its original sense but rather moreasself-containedandactualcontributionstothethemeoftheconference, the interfacing between geostatistics, geoinformation systems and spatial data base management. Although some progress has been made toward interfacing, we still feel thatthereisonlylittleoverlapbetweenthedi?erentcommunities.Thepresent volume is intended to provide a bridge between specialists working in di?erent areas. According to the topics of the above mentioned workshop, this volume has been divided into three parts: Part I starts with general aspects of geostatistical model building (Pebesma) and then new methodological developments in geostatics are p- sented, in particular this pertains to neural networks (Parkin and Kanevski), Gibbs ?elds as used in statistical physics (Hristopulos). Furthermore, new - velopments in Bayesian spatial interpolation with skewed heavy-tailed data and new classi?cation methods based on wavelets (Hofer et al.) and support vector machines (Chaouch et al.) are presented.

Zielgruppe

Professional/practitioner

Autoren/Hrsg.

Pilz, Juergen

Fachgebiete

• Geowissenschaften Geographie | Raumplanung Geostatistik
• Geowissenschaften Geographie | Raumplanung Geodäsie, Kartographie, GIS, Fernerkundung
• Geowissenschaften Geologie Geodäsie, Kartographie, Fernerkundung

Inhaltsverzeichnis

Geostatistical Modeling Aspects and New (Geo)statistical Tools.- How We Build Geostatistical Models and Deal with Their Output.- Spartan Random Fields: Smoothness Properties of Gaussian Densities and Definition of Certain Non-Gaussian Models.- Bayesian Trans-Gaussian Kriging with Log-Log Transformed Skew Data.- Kriging and Splines: Theoretical Approach to Linking Spatial Prediction Methods.- ANNEX Model: Artificial Neural Networks with External Drift Environmental Data Mapping.- Regional Classification of Indoor Radon Data with Support Vector Machines and Geostatistical Tools.- Daubechies Wavelets for Identification of Rock Variants from IR Spectra.- Geostatistical Applications.- Simulating the Effects of Rural Development Policies on Land Use: Evidence from Spatially Explicit Modeling in the Central Highlands of Vietnam.- Kriged Road-Traffic Maps.- On Evaluation of Precipitation Fields with Rain Station Data.- Robust Spatial Correlation Analysis of~the~ETEX-1~Tracer Data.- Fuzzy Model of Soil Polygons for Managing the Imprecision.- Mapping the Contaminant Legacy of a Coking Plant, The Avenue, Chesterfield, UK.- A Note on Numerical Solutions of Least Squares Adjustment in GNU Project Gama.- Presentation of Entrepreneurship Data and Aspects of Spatial Modeling.- Integrated Information Systems: Combining (Geo)Statistics, GIS and RDBMS.- GIS, Users, Developers, and Spatial Statistics: On Monarchs and Their Clothing.- Reassignment of the Farm Structure Statistical Data Using GIS and Spatialisation of the Results Based on Remotely Sensed Data.- Epidemiological Information Systems.- Geomatics, Epidemiology and BioStatistics: An Application to Acute Coronary Syndrome.- Interactive Cumulative Curves for Exploratory Classification Maps.- Combining REmbeddedPostgres and PostGIS.