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Point process calculus in time and space: an introduction with applications

This book provides an introduction to the theory and applications of point processes, both in time and in space. Presenting the two components of point process calculus, the martingale calculus and the Palm calculus, it aims to develop the computational skills needed for the study of stochastic mode...

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Detalles Bibliográficos
Autor principal: Brémaud, Pierre
Lenguaje:eng
Publicado: Springer 2020
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-030-62753-9
http://cds.cern.ch/record/2746943
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author Brémaud, Pierre
author_facet Brémaud, Pierre
author_sort Brémaud, Pierre
collection CERN
description This book provides an introduction to the theory and applications of point processes, both in time and in space. Presenting the two components of point process calculus, the martingale calculus and the Palm calculus, it aims to develop the computational skills needed for the study of stochastic models involving point processes, providing enough of the general theory for the reader to reach a technical level sufficient for most applications. Classical and not-so-classical models are examined in detail, including Poisson–Cox, renewal, cluster and branching (Kerstan–Hawkes) point processes.The applications covered in this text (queueing, information theory, stochastic geometry and signal analysis) have been chosen not only for their intrinsic interest but also because they illustrate the theory. Written in a rigorous but not overly abstract style, the book will be accessible to earnest beginners with a basic training in probability but will also interest upper graduate students and experienced researchers.
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spelling cern-27469432021-04-21T16:44:16Zdoi:10.1007/978-3-030-62753-9http://cds.cern.ch/record/2746943engBrémaud, PierrePoint process calculus in time and space: an introduction with applicationsMathematical Physics and MathematicsThis book provides an introduction to the theory and applications of point processes, both in time and in space. Presenting the two components of point process calculus, the martingale calculus and the Palm calculus, it aims to develop the computational skills needed for the study of stochastic models involving point processes, providing enough of the general theory for the reader to reach a technical level sufficient for most applications. Classical and not-so-classical models are examined in detail, including Poisson–Cox, renewal, cluster and branching (Kerstan–Hawkes) point processes.The applications covered in this text (queueing, information theory, stochastic geometry and signal analysis) have been chosen not only for their intrinsic interest but also because they illustrate the theory. Written in a rigorous but not overly abstract style, the book will be accessible to earnest beginners with a basic training in probability but will also interest upper graduate students and experienced researchers.Springeroai:cds.cern.ch:27469432020
spellingShingle Mathematical Physics and Mathematics
Brémaud, Pierre
Point process calculus in time and space: an introduction with applications
title Point process calculus in time and space: an introduction with applications
title_full Point process calculus in time and space: an introduction with applications
title_fullStr Point process calculus in time and space: an introduction with applications
title_full_unstemmed Point process calculus in time and space: an introduction with applications
title_short Point process calculus in time and space: an introduction with applications
title_sort point process calculus in time and space: an introduction with applications
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-030-62753-9
http://cds.cern.ch/record/2746943
work_keys_str_mv AT bremaudpierre pointprocesscalculusintimeandspaceanintroductionwithapplications