Statistical Methods for Spatio-Temporal Systems

Frontcover
Barbel Finkenstadt, Leonhard Held
CRC Press, 20.10.2006 - 286 Seiten
0 Rezensionen
Statistical Methods for Spatio-Temporal Systems presents current statistical research issues on spatio-temporal data modeling and will promote advances in research and a greater understanding between the mechanistic and the statistical modeling communities.

Contributed by leading researchers in the field, each self-contained chapter starts with an introduction of the topic and progresses to recent research results. Presenting specific examples of epidemic data of bovine tuberculosis, gastroenteric disease, and the U.K. foot-and-mouth outbreak, the first chapter uses stochastic models, such as point process models, to provide the probabilistic backbone that facilitates statistical inference from data. The next chapter discusses the critical issue of modeling random growth objects in diverse biological systems, such as bacteria colonies, tumors, and plant populations. The subsequent chapter examines data transformation tools using examples from ecology and air quality data, followed by a chapter on space-time covariance functions. The contributors then describe stochastic and statistical models that are used to generate simulated rainfall sequences for hydrological use, such as flood risk assessment. The final chapter explores Gaussian Markov random field specifications and Bayesian computational inference via Gibbs sampling and Markov chain Monte Carlo, illustrating the methods with a variety of data examples, such as temperature surfaces, dioxin concentrations, ozone concentrations, and a well-established deterministic dynamical weather model.
  

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Ausgewählte Seiten

Inhalt

SpatioTemporal Point Processes Methods and Applications
1
SpatioTemporal Modelling with a View to Biological Growth
47
Using Transforms to Analyze SpaceTime Processes
77
Geostatistical SpaceTime Models Stationarity Separability and Full Symmetry
151
SpaceTime Modelling of Rainfall for Continuous Simulation
177
A Primer on SpaceTime Modeling from a Bayesian Perspective
217
Index
281
Urheberrecht

Häufige Begriffe und Wortgruppen

Beliebte Passagen

Seite ii - Aitchison (1986) 26 Density Estimation for Statistics and Data Analysis BW Silverman ( 1986) 27 Regression Analysis with Applications GB Wetherill (1986) 28 Sequential Methods in Statistics, 3rd edition GB Wetherill and KD Glazebrook (1986) 29 Tensor Methods in Statistics P.
Seite iii - Rice (1993) 49 Markov Models and Optimization MHA Davis (1993) 50 Networks and Chaos — Statistical and Probabilistic Aspects OE Barndorff-Nielsen, JL Jensen and WS Kendall (1993) 5 1 Number-Theoretic Methods in Statistics K.-T. Fang and Y.
Seite iii - Fang and Y. Wang (1994) 52 Inference and Asymptotics OE Barndorff-Nielsen and DR Cox (1994) 53 Practical Risk Theory for Actuaries CD Daykin, T.
Seite ii - Pitman (1979) 12 Point Processes DR Cox and V. Isham (1980) 13 Identification of Outliers DM. Hawkins (1980) 14 Optimal Design SD Silvey (1980) 15 Finite Mixture Distributions BS Everitt and DJ Hand...
Seite iv - ... Models for Lifetimes Fabio Spizzichino (2001) 92 Empirical Likelihood Art B. Owen (2001) 93 Statistics in the 21st Century Adrian E. Raftery, Martin A. Tanner, and Martin T. Wells (2001) 94 Accelerated Life Models: Modeling and Statistical Analysis Vilijandas Bagdonavicius and Mikhail Nikulin (2001) 95 Subset Selection in Regression, Second Edition Alan Miller (2002) 96 Topics in Modelling of Clustered Data Marc Aerts, Helena Geys, Geert Molenberghs, and Louise M.
Seite ii - Maritz (1995) 18 Residuals and Influence in Regression RD Cook and S. Weisberg (1982) 19 Applications of Queueing Theory, 2nd edition GF Newell (1982) 20 Risk Theory, 3rd edition RE Beard, T.
Seite iii - Morgan 47 Longitudinal Data with Serial Correlation: A State-space Approach RH Jones (\993) 48 Differential Geometry and Statistics MK Murray and JW Rice...
Seite ii - Cox (1989) 32 Analysis of Binary Data, 2nd edition DR Cox and EJ Snell (1989) 33 Analysis of Infectious Disease Data NG Becker (1989) 34 Design and Analysis of Cross-Over Trials B.
Seite ii - Barlett (1960) 2 Queues DR Cox and WL Smith (1961) 3 Monte Carlo Methods JM Hammersley and DC Handscomb...

Referenzen von Webseiten

statsnetbase: Statistical Sciences Online
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livre statistical methods for spatio-temporal systems (monographs ...
The first statistics book devoted to spatio-temporal models, Statistical Methods for Spatio-Temporal Systems presents current statistical research issues on ...
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Über den Autor (2006)

Prof. Dr. Leonhard Held ist seit September 2006 Inhaber des Lehrstuhls fA1/4r Biostatistik an der UniversitAt ZA1/4rich. Zuvor war er Professor fA1/4r Biostatistik an der LMU MA1/4nchen sowie Lecturer und Senior Lecturer am Imperial College London und an der Lancaster University.

Bibliografische Informationen