Stochastic geometry, spatial statistics and random fields models and algorithms / [electronic resource] :

• 其他作者：
  • Schmidt, Volker.
  • SpringerLink (Online service)
• 其他題名：
  • Lecture notes in mathematics
• 出版： Cham : Springer International Publishing :Imprint: Springer
• 叢書名： Lecture notes in mathematics2120
• 主題： Stochastic geometry--Congresses. , Spatial analysis (Statistics)--Congresses. , Mathematics , Probability Theory and Stochastic Processes. , Mathematical Modeling and Industrial Mathematics. , Algorithms , Geometry
• ISBN： 9783319100647 (electronic bk.) 、 9783319100630 (paper)
• FIND@SFXID: CGU
• 資料類型: 電子書
• 內容註: Stein's Method for Approximating Complex Distributions, with a View towards Point Processes -- Clustering Comparison of Point Processes, with Applications to Random Geometric Models -- Random Tessellations and their Application to the Modelling of Cellular Materials -- Stochastic 3D Models for the Micro-structure of Advanced Functional Materials -- Boolean Random Functions -- Random Marked Sets and Dimension Reduction -- Space-Time Models in Stochastic Geometry -- Rotational Integral Geometry and Local Stereology - with a View to Image Analysis -- An Introduction to Functional Data Analysis -- Some Statistical Methods in Genetics -- Extrapolation of Stationary Random Fields -- Spatial Process Simulation -- Introduction to Coupling-from-the-Past using R -- References -- Index.
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• 摘要註: Providing a graduate level introduction to various aspects of stochastic geometry, spatial statistics and random fields, this volume places a special emphasis on fundamental classes of models and algorithms as well as on their applications, for example in materials science, biology and genetics. This book has a strong focus on simulations and includes extensive codes in Matlab and R, which are widely used in the mathematical community. It can be regarded as a continuation of the recent volume 2068 of Lecture Notes in Mathematics, where other issues of stochastic geometry, spatial statistics and random fields were considered, with a focus on asymptotic methods.
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