Stationary Stochastic Processes: Theory and Applications (Chapman & Hall/CRC Texts in Statistical Science)

Lindgren, Georg

ISBN 10: 1466557796 ISBN 13: 9781466557796
Verlag: Chapman and Hall/CRC, 2012
Neu Hardcover

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Intended for a second course in stationary processes, Stationary Stochastic Processes: Theory and Applications presents the theory behind the field’s widely scattered applications in engineering and science. In addition, it reviews sample function properties and spectral representations for stationary processes and fields, including a portion on stationary point processes.

Features

  • Presents and illustrates the fundamental correlation and spectral methods for stochastic processes and random fields
  • Explains how the basic theory is used in special applications like detection theory and signal processing, spatial statistics, and reliability
  • Motivates mathematical theory from a statistical model-building viewpoint
  • Introduces a selection of special topics, including extreme value theory, filter theory, long-range dependence, and point processes
    • Provides more than 100 exercises with hints to solutions and selected full solutions
  • This book covers key topics such as ergodicity, crossing problems, and extremes, and opens the doors to a selection of special topics, like extreme value theory, filter theory, long-range dependence, and point processes, and includes many exercises and examples to illustrate the theory. Precise in mathematical details without being pedantic, Stationary Stochastic Processes: Theory and Applications is for the student with some experience with stochastic processes and a desire for deeper understanding without getting bogged down in abstract mathematics.

    Über die Autorin bzw. den Autor:

    Georg Lindgren is with the Centre for Mathematical Sciences, Lund University, Sweden.

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    Bibliografische Details

    Titel: Stationary Stochastic Processes: Theory and ...
    Verlag: Chapman and Hall/CRC
    Erscheinungsdatum: 2012
    Einband: Hardcover
    Zustand: New

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