Poisson Point Processes: Imaging, Tracking, and Sensing

Author:   Roy L. Streit
Publisher:   Springer-Verlag New York Inc.
Edition:   2010 ed.
ISBN:  

9781489994493


Pages:   273
Publication Date:   07 October 2014
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Poisson Point Processes: Imaging, Tracking, and Sensing


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Overview

"""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."

Full Product Details

Author:   Roy L. Streit
Publisher:   Springer-Verlag New York Inc.
Imprint:   Springer-Verlag New York Inc.
Edition:   2010 ed.
Dimensions:   Width: 15.50cm , Height: 1.50cm , Length: 23.50cm
Weight:   0.454kg
ISBN:  

9781489994493


ISBN 10:   1489994491
Pages:   273
Publication Date:   07 October 2014
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Fundamentals.- Fundamentals.- The Poisson Point Process.- Intensity Estimation.- Cramér-Rao Bound (CRB) for Intensity Estimates.- Applications to Imaging, Tracking, and Distributed Sensing.- Tomographic Imaging.- Multiple Target Tracking.- Distributed Sensing.- Beyond the Poisson Point Process.- A Profusion of Point Processes.- The Cutting Room Floor.

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