An Introduction to the Theory of Point Processes

An Introduction to the Theory of Point Processes
Author :
Publisher : Springer Science & Business Media
Total Pages : 487
Release :
ISBN-10 : 9780387215648
ISBN-13 : 0387215646
Rating : 4/5 (48 Downloads)

Synopsis An Introduction to the Theory of Point Processes by : D.J. Daley

Point processes and random measures find wide applicability in telecommunications, earthquakes, image analysis, spatial point patterns, and stereology, to name but a few areas. The authors have made a major reshaping of their work in their first edition of 1988 and now present their Introduction to the Theory of Point Processes in two volumes with sub-titles Elementary Theory and Models and General Theory and Structure. Volume One contains the introductory chapters from the first edition, together with an informal treatment of some of the later material intended to make it more accessible to readers primarily interested in models and applications. The main new material in this volume relates to marked point processes and to processes evolving in time, where the conditional intensity methodology provides a basis for model building, inference, and prediction. There are abundant examples whose purpose is both didactic and to illustrate further applications of the ideas and models that are the main substance of the text.

Stochastic Analysis for Poisson Point Processes

Stochastic Analysis for Poisson Point Processes
Author :
Publisher : Springer
Total Pages : 359
Release :
ISBN-10 : 9783319052335
ISBN-13 : 3319052330
Rating : 4/5 (35 Downloads)

Synopsis Stochastic Analysis for Poisson Point Processes by : Giovanni Peccati

Stochastic geometry is the branch of mathematics that studies geometric structures associated with random configurations, such as random graphs, tilings and mosaics. Due to its close ties with stereology and spatial statistics, the results in this area are relevant for a large number of important applications, e.g. to the mathematical modeling and statistical analysis of telecommunication networks, geostatistics and image analysis. In recent years – due mainly to the impetus of the authors and their collaborators – a powerful connection has been established between stochastic geometry and the Malliavin calculus of variations, which is a collection of probabilistic techniques based on the properties of infinite-dimensional differential operators. This has led in particular to the discovery of a large number of new quantitative limit theorems for high-dimensional geometric objects. This unique book presents an organic collection of authoritative surveys written by the principal actors in this rapidly evolving field, offering a rigorous yet lively presentation of its many facets.

Point Processes

Point Processes
Author :
Publisher : Routledge
Total Pages : 188
Release :
ISBN-10 : 9781351423861
ISBN-13 : 135142386X
Rating : 4/5 (61 Downloads)

Synopsis Point Processes by : D.R. Cox

There has been much recent research on the theory of point processes, i.e., on random systems consisting of point events occurring in space or time. Applications range from emissions from a radioactive source, occurrences of accidents or machine breakdowns, or of electrical impluses along nerve fibres, to repetitive point events in an individual's medical or social history. Sometimes the point events occur in space rather than time and the application here raneg from statistical physics to geography. The object of this book is to develop the applied mathemathics of point processes at a level which will make the ideas accessible both to the research worker and the postgraduate student in probability and statistics and also to the mathemathically inclined individual in another field interested in using ideas and results. A thorough knowledge of the key notions of elementary probability theory is required to understand the book, but specialised "pure mathematical" coniderations have been avoided.

Random Point Processes in Time and Space

Random Point Processes in Time and Space
Author :
Publisher : Springer Science & Business Media
Total Pages : 489
Release :
ISBN-10 : 9781461231660
ISBN-13 : 1461231663
Rating : 4/5 (60 Downloads)

Synopsis Random Point Processes in Time and Space by : Donald L. Snyder

This book is a revision of Random Point Processes written by D. L. Snyder and published by John Wiley and Sons in 1975. More emphasis is given to point processes on multidimensional spaces, especially to pro cesses in two dimensions. This reflects the tremendous increase that has taken place in the use of point-process models for the description of data from which images of objects of interest are formed in a wide variety of scientific and engineering disciplines. A new chapter, Translated Poisson Processes, has been added, and several of the chapters of the fIrst edition have been modifIed to accommodate this new material. Some parts of the fIrst edition have been deleted to make room. Chapter 7 of the fIrst edition, which was about general marked point-processes, has been eliminated, but much of the material appears elsewhere in the new text. With some re luctance, we concluded it necessary to eliminate the topic of hypothesis testing for point-process models. Much of the material of the fIrst edition was motivated by the use of point-process models in applications at the Biomedical Computer Labo ratory of Washington University, as is evident from the following excerpt from the Preface to the first edition. "It was Jerome R. Cox, Jr. , founder and [1974] director of Washington University's Biomedical Computer Laboratory, who ftrst interested me [D. L. S.

Point Process Calculus in Time and Space

Point Process Calculus in Time and Space
Author :
Publisher : Springer
Total Pages : 556
Release :
ISBN-10 : 3030627527
ISBN-13 : 9783030627522
Rating : 4/5 (27 Downloads)

Synopsis Point Process Calculus in Time and Space by : Pierre Brémaud

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.

Poisson Point Processes

Poisson Point Processes
Author :
Publisher : Springer Science & Business Media
Total Pages : 274
Release :
ISBN-10 : 9781441969231
ISBN-13 : 1441969233
Rating : 4/5 (31 Downloads)

Synopsis Poisson Point Processes by : Roy L. Streit

"Poisson Point Processes provides an overview of non-homogeneous and multidimensional Poisson point processes and their numerous applications. Readers will find constructive mathematical tools and applications ranging from emission and transmission computed tomography to multiple target tracking and distributed sensor detection, written from an engineering perspective. A valuable discussion of the basic properties of finite random sets is included. Maximum likelihood estimation techniques are discussed for several parametric forms of the intensity function, including Gaussian sums, together with their Cramer-Rao bounds. These methods are then used to investigate: -Several medical imaging techniques, including positron emission tomography (PET), single photon emission computed tomography (SPECT), and transmission tomography (CT scans) -Various multi-target and multi-sensor tracking applications, -Practical applications in areas like distributed sensing and detection, -Related finite point processes such as marked processes, hard core processes, cluster processes, and doubly stochastic processes, Perfect for researchers, engineers and graduate students working in electrical engineering and computer science, Poisson Point Processes will prove to be an extremely valuable volume for those seeking insight into the nature of these processes and their diverse applications.

Stochastic Point Processes

Stochastic Point Processes
Author :
Publisher : Alpha Science Int'l Ltd.
Total Pages : 352
Release :
ISBN-10 : 8173195595
ISBN-13 : 9788173195594
Rating : 4/5 (95 Downloads)

Synopsis Stochastic Point Processes by : S. Kidambi Srinivasan

Stochastic Point Processes are interesting from many points of view. From and abstract point of view, point process is a simple version of random measure; these processes have acquired importance mainly due their viability in modeling a variety of phenomena spanning physical, biological, economic and engineering sciences. This volume with contributions from leading probabilists contains, besides surveys on the state-of-art of the theory, papers dealing with problems of queues, inventory, reliability and population evolution. There are also papers dealing with practical aspects like statistical inference and nonlinear filtering. The book will be of interest to a wide spectrum of people including those working in the area of operations research, signal processing, electrical communications & control and neural network.

Point Processes and Jump Diffusions

Point Processes and Jump Diffusions
Author :
Publisher : Cambridge University Press
Total Pages : 323
Release :
ISBN-10 : 9781316518670
ISBN-13 : 1316518671
Rating : 4/5 (70 Downloads)

Synopsis Point Processes and Jump Diffusions by : Tomas Björk

Develop a deep understanding and working knowledge of point-process theory as well as its applications in finance.

Stochastic Geometry

Stochastic Geometry
Author :
Publisher : Springer
Total Pages : 302
Release :
ISBN-10 : 9783540381754
ISBN-13 : 3540381759
Rating : 4/5 (54 Downloads)

Synopsis Stochastic Geometry by : W. Weil

Stochastic Geometry is the mathematical discipline which studies mathematical models for random geometric structures. This book collects lectures presented at the CIME summer school in Martina Franca in September 2004. The main lecturers covered Spatial Statistics, Random Points, Integral Geometry and Random Sets. These are complemented by two additional contributions on Random Mosaics and Crystallization Processes. The book presents a comprehensive and up-to-date description of important aspects of Stochastic Geometry.

Extreme Values, Regular Variation and Point Processes

Extreme Values, Regular Variation and Point Processes
Author :
Publisher : Springer
Total Pages : 334
Release :
ISBN-10 : 9780387759531
ISBN-13 : 0387759530
Rating : 4/5 (31 Downloads)

Synopsis Extreme Values, Regular Variation and Point Processes by : Sidney I. Resnick

This book examines the fundamental mathematical and stochastic process techniques needed to study the behavior of extreme values of phenomena based on independent and identically distributed random variables and vectors. It emphasizes the core primacy of three topics necessary for understanding extremes: the analytical theory of regularly varying functions; the probabilistic theory of point processes and random measures; and the link to asymptotic distribution approximations provided by the theory of weak convergence of probability measures in metric spaces.