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Spatial cluster modelling

Author: Andrew Lawson; David G T Denison
Publisher: Boca Raton, Fla. : Chapman & Hall/CRC, ©2002.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:

Reviews spatial clustering and spatial cluster modelling. This book includes an overview of the field and its applications, discussions of the theoretical underpinnings of methodology, and  Read more...

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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Andrew Lawson; David G T Denison
ISBN: 1584882662 9781584882664
OCLC Number: 48951561
Description: xiv, 287 pages : illustrations, maps ; 25 cm
Contents: Spatial Cluster Modelling: An Overview --
Historical Development --
Conventional Clustering --
Spatial Clustering --
Notation and Model Development --
Nonparametric Approaches --
Point or Object Process Modelling --
Random Effect Modelling --
Partition Modelling --
Spatio-Temporal Process Modelling --
Point process cluster modelling --
Significance in Scale-Space for Clustering --
New Method --
Future Directions --
Statistical Inference for Cox Processes --
Poisson Processes --
Cox Processes --
Summary Statistics --
Parametric Models of Cox Processes --
Neyman-Scott Processes as Cox Processes --
Log Gaussian Cox Processes --
Shot Noise G Cox Processes --
Estimation for Parametric Models of Cox Processes --
Prediction --
Conditional Simulation for Neyman-Scott Processes --
Conditional Simulation for LGCPs --
Conditional Simulation for Shot-noise G Cox Processes --
Extrapolating and Interpolating Spatial Patterns --
Formulation and Notation --
Germ-grain Models --
Problem Statement --
Edge Effects and Sampling Bias --
Extrapolation --
Spatial Cluster Processes --
Independent Cluster Processes --
Cox Cluster Processes --
Cluster Formation Densities --
Bayesian Cluster Analysis --
Markov Point Processes --
Sampling Bias for Independent Cluster Processes --
Spatial Birth-and-Death Processes --
Example: Redwood Seedlings --
Parameter Estimation --
Example: Cox-Matern Cluster Process --
Adaptive Coupling from the Past --
Example: Cox-Matern Cluster Process --
Perfect Sampling for Point Process Cluster Modelling.
Responsibility: edited by Andrew B. Lawson, David G.T. Denison.
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"[This book] is a collection of contributions by leading specialist in the field, which are brought together coherently with unified notation. Overall, the book is an excellent, well and up-to-date Read more...

 
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