Statistical Inference for Spatial Poisson Processes

Statistical Inference for Spatial Poisson Processes
Author: Yu A. Kutoyants
Publisher: Springer Science & Business Media
Total Pages: 282
Release: 2012-12-06
Genre: Mathematics
ISBN: 1461217067

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This work is devoted to several problems of parametric (mainly) and nonparametric estimation through the observation of Poisson processes defined on general spaces. Poisson processes are quite popular in applied research and therefore they attract the attention of many statisticians. There are a lot of good books on point processes and many of them contain chapters devoted to statistical inference for general and partic ular models of processes. There are even chapters on statistical estimation problems for inhomogeneous Poisson processes in asymptotic statements. Nevertheless it seems that the asymptotic theory of estimation for nonlinear models of Poisson processes needs some development. Here nonlinear means the models of inhomogeneous Pois son processes with intensity function nonlinearly depending on unknown parameters. In such situations the estimators usually cannot be written in exact form and are given as solutions of some equations. However the models can be quite fruitful in en gineering problems and the existing computing algorithms are sufficiently powerful to calculate these estimators. Therefore the properties of estimators can be interesting too.


Statistical Inference for Spatial Poisson Processes
Language: en
Pages: 282
Authors: Yu A. Kutoyants
Categories: Mathematics
Type: BOOK - Published: 2012-12-06 - Publisher: Springer Science & Business Media

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This work is devoted to several problems of parametric (mainly) and nonparametric estimation through the observation of Poisson processes defined on general spa
Statistical Inference and Simulation for Spatial Point Processes
Language: en
Pages: 320
Authors: Jesper Moller
Categories: Mathematics
Type: BOOK - Published: 2003-09-25 - Publisher: CRC Press

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Spatial point processes play a fundamental role in spatial statistics and today they are an active area of research with many new applications. Although other p
Statistical Inference for Spatial Processes
Language: en
Pages: 162
Authors: B. D. Ripley
Categories: Mathematics
Type: BOOK - Published: 1988 - Publisher: Cambridge University Press

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The study of spatial processes and their applications is an important topic in statistics and finds wide application particularly in computer vision and image p
Statistical Inference in Stochastic Processes
Language: en
Pages: 289
Authors: N.U. Prabhu
Categories: Mathematics
Type: BOOK - Published: 2020-08-13 - Publisher: CRC Press

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Covering both theory and applications, this collection of eleven contributed papers surveys the role of probabilistic models and statistical techniques in image
Statistical Analysis and Modelling of Spatial Point Patterns
Language: en
Pages: 560
Authors: Dr. Janine Illian
Categories: Mathematics
Type: BOOK - Published: 2008-04-15 - Publisher: John Wiley & Sons

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Spatial point processes are mathematical models used to describe and analyse the geometrical structure of patterns formed by objects that are irregularly or ran