1.

Record Nr.

UNINA9910822690203321

Autore

Takeyuki Hida

Titolo

An innovation approach to random fields : application of white noise theory / / Takeyuki Hida, Si Si

Pubbl/distr/stampa

Singapore ; ; London, : World Scientific, c2004

ISBN

1-281-87696-8

9786611876968

981-256-538-8

Edizione

[1st ed.]

Descrizione fisica

1 online resource (204 p.)

Altri autori (Persone)

SiSi

Disciplina

519.23

Soggetti

Stochastic analysis

Random fields

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Description based upon print version of record.

Nota di bibliografia

Includes bibliographical references and index.

Nota di contenuto

Preface; Contents; 1. Introduction; 2. White Noise; 3. Poisson Noise; 4. Random Fields; 5 Gaussian Random Fields; 6 Some Non-Gaussian Random Fields; 7 Variational Calculus For Random Fields; 8 Innovation Approach; 9 Reversibility; 10 Applications; Appendix; Epilogue; List of Notations; Bibliography; Index

Sommario/riassunto

A random field is a mathematical model of evolutional fluctuatingcomplex systems parametrized by a multi-dimensional manifold like acurve or a surface. As the parameter varies, the random field carriesmuch information and hence it has complex stochastic structure.The authors of this book use an approach that is characteristic:namely, they first construct innovation, which is the most elementalstochastic process with a basic and simple way of dependence, and thenexpress the given field as a function of the innovation. Theytherefore establish an infinite-dimensional stochastic calculus, inpartic