Spatiotemporal Random Fields

Written By George Christakos
Spatiotemporal Random Fields
  • Publsiher : Elsevier
  • Release : 26 July 2017
  • ISBN : 0128030321
  • Pages : 696 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Spatiotemporal Random Fields written by George Christakos which was release on 26 July 2017, this book published by Elsevier. Available in PDF, EPUB and Kindle Format. Book excerpt: Spatiotemporal Random Fields: Theory and Applications, Second Edition, provides readers with a new and updated edition of the text that explores the application of spatiotemporal random field models to problems in ocean, earth, and atmospheric sciences, spatiotemporal statistics, and geostatistics, among others. The new edition features considerable detail of spatiotemporal random field theory, including ordinary and generalized models, as well as space-time homostationary, isostationary and hetrogeneous approaches. Presenting new theoretical and applied results, with particular emphasis on space-time determination and interpretation, spatiotemporal analysis and modeling, random field geometry, random functionals, probability law, and covariance construction techniques, this book highlights the key role of space-time metrics, the physical interpretation of stochastic differential equations, higher-order space-time variability functions, the validity of major theoretical assumptions in real-world practice (covariance positive-definiteness, metric-adequacy etc.), and the emergence of interdisciplinary phenomena in conditions of multi-sourced real-world uncertainty. Contains applications in the form of examples and case studies, providing readers with first-hand experiences Presents an easy to follow narrative which progresses from simple concepts to more challenging ideas Includes significant updates from the previous edition, including a focus on new theoretical and applied results

Spatiotemporal Random Fields

Spatiotemporal Random Fields
  • Author : George Christakos
  • Publisher : Elsevier
  • Release Date : 2017-07-26
  • Total pages : 696
  • ISBN : 0128030321
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Summary : Spatiotemporal Random Fields: Theory and Applications, Second Edition, provides readers with a new and updated edition of the text that explores the application of spatiotemporal random field models to problems in ocean, earth, and atmospheric sciences, spatiotemporal statistics, and geostatistics, among others. The new edition features considerable detail of spatiotemporal ...

Random Field Models in Earth Sciences

Random Field Models in Earth Sciences
  • Author : George Christakos
  • Publisher : Courier Corporation
  • Release Date : 2012-08-09
  • Total pages : 512
  • ISBN : 0128030321
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Summary : This text for graduate students examines problems related to earth and environmental sciences by means of theoretical models based on a purely random (stochastic) element. 103 figures. 16 tables....

Modern Spatiotemporal Geostatistics

Modern Spatiotemporal Geostatistics
  • Author : George Christakos
  • Publisher : Oxford University Press
  • Release Date : 2000-11-30
  • Total pages : 312
  • ISBN : 0128030321
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Summary : It is widely recognized that the techniques of classical geostatistics, which have been used for several decades, have reached their limit, and the time has come for some alternative approaches to be given a chance. This book, therefore, is an introduction to the fundamentals of modern geostatistics, which is a ...

Random Fields for Spatial Data Modeling

Random Fields for Spatial Data Modeling
  • Author : Dionissios T. Hristopulos
  • Publisher : Springer Nature
  • Release Date : 2020-02-17
  • Total pages : 867
  • ISBN : 0128030321
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Summary : This book provides an inter-disciplinary introduction to the theory of random fields and its applications. Spatial models and spatial data analysis are integral parts of many scientific and engineering disciplines. Random fields provide a general theoretical framework for the development of spatial models and their applications in data analysis. The ...

Control of Spatially Structured Random Processes and Random Fields with Applications

Control of Spatially Structured Random Processes and Random Fields with Applications
  • Author : Ruslan K. Chornei,Hans Daduna,Pavel S. Knopov
  • Publisher : Springer Science & Business Media
  • Release Date : 2006-09-03
  • Total pages : 262
  • ISBN : 0128030321
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Summary : This book is devoted to the study and optimization of spatiotemporal stochastic processes - processes which develop simultaneously in space and time under random influences. These processes are seen to occur almost everywhere when studying the global behavior of complex systems. The book presents problems and content not considered in ...

Covariance Modeling and Parameter Estimation for Stationary Spatio temporal Gaussian Random Fields

Covariance Modeling and Parameter Estimation for Stationary Spatio temporal Gaussian Random Fields
  • Author : Benjamin Adam Shaby
  • Publisher : Unknown
  • Release Date : 2007
  • Total pages : 172
  • ISBN : 0128030321
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Summary : Download or read online Covariance Modeling and Parameter Estimation for Stationary Spatio temporal Gaussian Random Fields written by Benjamin Adam Shaby, published by which was released on 2007. Get Covariance Modeling and Parameter Estimation for Stationary Spatio temporal Gaussian Random Fields Books now! Available in PDF, ePub and Kindle....

Spatiotemporal Environmental Health Modelling A Tractatus Stochasticus

Spatiotemporal Environmental Health Modelling  A Tractatus Stochasticus
  • Author : George Christakos,Dionissios Hristopulos
  • Publisher : Springer Science & Business Media
  • Release Date : 2013-04-17
  • Total pages : 400
  • ISBN : 0128030321
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Summary : Spatiotemporal Environmental Health Modelling: A Tractatus Stochasticus provides a holistic, conceptual and quantitative framework for Environmental Health Modelling in space-time. The holistic framework integrates two aspects of Environmental Health Science that have been previously treated separately: the environmental aspect, which involves the natural processes that bring about human exposure to ...

Spatio temporal Design

Spatio temporal Design
  • Author : Jorge Mateu,Werner G. Müller
  • Publisher : John Wiley & Sons
  • Release Date : 2012-11-05
  • Total pages : 382
  • ISBN : 0128030321
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Summary : A state-of-the-art presentation of optimum spatio-temporalsampling design - bridging classic ideas with modern statisticalmodeling concepts and the latest computational methods. Spatio-temporal Design presents a comprehensivestate-of-the-art presentation combining both classical and moderntreatments of network design and planning for spatial andspatio-temporal data acquisition. A common problem set isinterwoven throughout the chapters, providing ...

Probabilistic and Stochastic Methods in Analysis with Applications

Probabilistic and Stochastic Methods in Analysis  with Applications
  • Author : J.S. Byrnes,Kathryn A. Hargreaves,Karl Berry
  • Publisher : Springer Science & Business Media
  • Release Date : 2012-12-06
  • Total pages : 699
  • ISBN : 0128030321
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Summary : Probability has been an important part of mathematics for more than three centuries. Moreover, its importance has grown in recent decades, since the computing power now widely available has allowed probabilistic and stochastic techniques to attack problems such as speech and image processing, geophysical exploration, radar, sonar, etc. -- all ...

Random Field Models in Earth Sciences

Random Field Models in Earth Sciences
  • Author : George Christakos
  • Publisher : Elsevier
  • Release Date : 2013-10-22
  • Total pages : 474
  • ISBN : 0128030321
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Summary : This book is about modeling as a prinicipal component of scientific investigations. In general terms, modeling is the funamental process of combining intellectual creativity with physical knowledge and mathematical techniques in order to learn the properties of the mechanisms underlying a physical phenomenon and make predictions. The book focuses on ...

Spatiotemporal Analysis of Extreme Hydrological Events

Spatiotemporal Analysis of Extreme Hydrological Events
  • Author : Gerald Corzo,Emmanouil Varouchakis
  • Publisher : Elsevier
  • Release Date : 2018-11-20
  • Total pages : 192
  • ISBN : 0128030321
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Summary : Spatio-temporal Analysis of Extreme Hydrological Events offers an extensive view of the experiences and applications of the latest developments and methodologies for analyzing and understanding extreme environmental and hydrological events. The book addresses the topic using spatio-temporal methods, such as space-time geostatistics, machine learning, statistical theory, hydrological modelling, neural network ...

Integrative Problem Solving in a Time of Decadence

Integrative Problem Solving in a Time of Decadence
  • Author : George Christakos
  • Publisher : Springer Science & Business Media
  • Release Date : 2010-12-10
  • Total pages : 527
  • ISBN : 0128030321
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Summary : Presents a unique study of Integrative Problem-Solving (IPS). The consideration of 'Decadence' is essential in the scientific study of environmental and other problems and their rigorous solution, because the broad context within which the problems emerge can affect their solution. Stochastic reasoning underlines the conceptual and methodological framework of IPS, ...

Advances in Contemporary Statistics and Econometrics

Advances in Contemporary Statistics and Econometrics
  • Author : Abdelaati Daouia,Anne Ruiz-Gazen
  • Publisher : Springer Nature
  • Release Date : 2021-06-14
  • Total pages : 710
  • ISBN : 0128030321
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Summary : This book presents a unique collection of contributions on modern topics in statistics and econometrics, written by leading experts in the respective disciplines and their intersections. It addresses nonparametric statistics and econometrics, quantiles and expectiles, and advanced methods for complex data, including spatial and compositional data, as well as tools ...

Spatio Temporal Statistics with R

Spatio Temporal Statistics with R
  • Author : Christopher K. Wikle,Andrew Zammit-Mangion,Noel Cressie
  • Publisher : CRC Press
  • Release Date : 2019-02-18
  • Total pages : 380
  • ISBN : 0128030321
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Summary : The world is becoming increasingly complex, with larger quantities of data available to be analyzed. It so happens that much of these "big data" that are available are spatio-temporal in nature, meaning that they can be indexed by their spatial locations and time stamps. Spatio-Temporal Statistics with R provides an ...

Progress in Spatial Analysis

Progress in Spatial Analysis
  • Author : Antonio Páez,Julie Gallo,Ron N. Buliung,Sandy Dall'erba
  • Publisher : Springer Science & Business Media
  • Release Date : 2009-10-30
  • Total pages : 492
  • ISBN : 0128030321
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Summary : Space is increasingly recognized as a legitimate factor that influences many processes and conceptual frameworks, including notions of spatial coherence and spatial heterogeneity that have been demonstrated to provide substance to both theory and explanation. The potential and relevance of spatial analysis is increasingly understood by an expanding sphere of ...