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Markov point processes and their applications /

These days, an increasing amount of information can be obtained in graphical forms, such as weather maps, soil samples, locations of nests in a breeding colony, microscopical slices, satellite images, radar or medical scans and X-ray techniques. "High level" image analysis is concerned wit...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Van Lieshout, M. N. M.
Formato: Electrónico eBook
Idioma:Inglés
Publicado: London : Imperial College Press, ©2000.
Temas:
Acceso en línea:Texto completo

MARC

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100 1 |a Van Lieshout, M. N. M. 
245 1 0 |a Markov point processes and their applications /  |c M.N.M. van Lieshout. 
260 |a London :  |b Imperial College Press,  |c ©2000. 
300 |a 1 online resource (viii, 175 pages) :  |b illustrations 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
504 |a Includes bibliographical references (pages 157-172) and index. 
588 0 |a Print version record. 
505 0 |a ""Contents""; ""Chapter 1 Point Processes""; ""1.1 Introduction""; ""1.2 Definitions and notation""; ""1.3 Simple point processes""; ""1.4 Finite point processes""; ""1.5 Poisson point processes""; ""1.6 Finite point processes specified by a density""; ""1.7 Campbell and moment measures""; ""1.8 Interior and exterior conditioning""; ""1.8.1 A review of Palm theory""; ""1.8.2 A review of conditional intensities""; ""Chapter 2 Markov Point Processes""; ""2.1 Ripleyâ€?Kelly Markov point processes""; ""2.2 The Hammersleyâ€?Clifford theorem""; ""2.3 Markov marked point processes"" 
505 8 |a ""2.4 Nearest-neighbour Markov point processes""""2.5 Connected component Markov point processes""; ""Chapter 3 Statistical Inference""; ""3.1 Introduction""; ""3.2 The Metropolisâ€?Hastings algorithm""; ""3.3 Conditional simulation""; ""3.4 Spatial birth-and-death processes""; ""3.5 Exact simulation""; ""3.6 Auxiliary variables and the Gibbs sampler""; ""3.7 Maximum likelihood estimation""; ""3.8 Estimation based on the conditional intensity""; ""3.8.1 Takacsâ€?Fiksel estimation""; ""3.8.2 Maximum pseudo-likelihood estimation""; ""3.9 Goodness of fit testing""; ""3.10 Discussion"" 
505 8 |a Chapter 4 Applications4.1 Modelling spatial patterns -- 4.2 Pairwise interaction processes -- 4.3 Area-interaction processes -- 4.4 Shot noise and quermass-interaction processes -- 4.5 Morphologically smoothed area-interaction processes -- 4.6 Hierarchical and transformed processes -- 4.7 Cluster processes -- 4.8 Case study -- 4.8.1 Exploratory analysis -- 4.8.2 Model fitting -- 4.9 Interpolation and extrapolation -- 4.9.1 Model -- 4.9.2 Posterior sampling -- 4.9.3 Monotonicity properties and coupling from the past -- Bibliography -- Index 
520 |a These days, an increasing amount of information can be obtained in graphical forms, such as weather maps, soil samples, locations of nests in a breeding colony, microscopical slices, satellite images, radar or medical scans and X-ray techniques. "High level" image analysis is concerned with the global interpretation of images, attempting to reduce it to a compact description of the salient features of the scene. This book takes a stochastic approach. It studies Markov object processes, showing that they form a flexible class of models for a range of problems involving the interpretation of spatial data. Applications can be found in statistical physics (under the name of "Gibbs processes"), environmental mapping of diseases, forestry, identification of ore structure in materials science, signal analysis, object recognition, robot vision, and interpretation of images from medical scans or confocal microscopy 
546 |a English. 
590 |a eBooks on EBSCOhost  |b EBSCO eBook Subscription Academic Collection - Worldwide 
650 0 |a Markov processes. 
650 0 |a Spatial analysis (Statistics) 
650 0 |a Stochastic geometry. 
650 2 |a Markov Chains 
650 6 |a Processus de Markov. 
650 6 |a Analyse spatiale (Statistique) 
650 6 |a Géométrie stochastique. 
650 7 |a spatial analysis.  |2 aat 
650 7 |a MATHEMATICS  |x Probability & Statistics  |x Stochastic Processes.  |2 bisacsh 
650 7 |a Markov processes  |2 fast 
650 7 |a Spatial analysis (Statistics)  |2 fast 
650 7 |a Stochastic geometry  |2 fast 
650 7 |a Markov-Prozess  |2 gnd 
650 7 |a Punktprozess  |2 gnd 
650 1 7 |a Markov-processen.  |2 gtt 
650 7 |a Processos estocasticos.  |2 larpcal 
650 7 |a Processos estocasticos pontuais.  |2 larpcal 
650 7 |a Processos de markov.  |2 larpcal 
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