Markov Processes, Gaussian Processes, and Local Times
暫譯: 馬可夫過程、高斯過程與局部時間

Marcus, Michael B., Rosen, Jay

  • 出版商: Cambridge
  • 出版日期: 2011-10-27
  • 定價: $3,800
  • 售價: 9.5$3,610
  • 語言: 英文
  • 頁數: 632
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1107403758
  • ISBN-13: 9781107403758
  • 相關分類: 機率統計學 Probability-and-statistics
  • 立即出貨 (庫存=1)

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商品描述

Written by two foremost researchers in the field, this book studies the local times of Markov processes by employing isomorphism theorems that relate them to certain associated Gaussian processes. It builds to this material through self-contained but harmonized 'mini-courses' on the relevant ingredients, which assume only knowledge of measure-theoretic probability. The streamlined selection of topics creates an easy entrance for students and for experts in related fields. The book starts by developing the fundamentals of Markov process theory and then of Gaussian process theory, including sample path properties. It then proceeds to more advanced results, bringing the reader to the heart of contemporary research. It presents the remarkable isomorphism theorems of Dynkin and Eisenbaum, then shows how they can be applied to obtain new properties of Markov processes by using well-established techniques in Gaussian process theory. This original, readable book will appeal to both researchers and advanced graduate students.

商品描述(中文翻譯)

由兩位該領域的頂尖研究者撰寫,本書研究馬可夫過程的局部時間,透過同構定理將其與某些相關的高斯過程聯繫起來。書中通過自成體系但又相互協調的「迷你課程」介紹相關內容,這些課程僅假設讀者具備測度論概率的知識。精簡的主題選擇為學生和相關領域的專家提供了輕鬆的入門途徑。本書首先發展馬可夫過程理論的基本概念,然後是高斯過程理論,包括樣本路徑性質。接著進入更高級的結果,將讀者帶入當代研究的核心。書中介紹了Dynkin和Eisenbaum的顯著同構定理,並展示如何利用高斯過程理論中的成熟技術來獲得馬可夫過程的新性質。這本原創且易讀的書籍將吸引研究人員和高年級研究生。

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