Theory of Stochastic Objects: Probability, Stochastic Processes and Inference
暫譯: 隨機物件理論:機率、隨機過程與推論
Micheas, Athanasios Christou
- 出版商: CRC
- 出版日期: 2021-12-13
- 售價: $2,420
- 貴賓價: 9.5 折 $2,299
- 語言: 英文
- 頁數: 408
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1032242884
- ISBN-13: 9781032242880
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商品描述
This book defines and investigates the concept of a random object. To accomplish this task in a natural way, it brings together three major areas; statistical inference, measure-theoretic probability theory and stochastic processes. This point of view has not been explored by existing textbooks; one would need material on real analysis, measure and probability theory, as well as stochastic processes - in addition to at least one text on statistics- to capture the detail and depth of material that has gone into this volume.
- Presents and illustrates 'random objects' in different contexts, under a unified framework, starting with rudimentary results on random variables and random sequences, all the way up to stochastic partial differential equations.
- Reviews rudimentary probability and introduces statistical inference, from basic to advanced, thus making the transition from basic statistical modeling and estimation to advanced topics more natural and concrete.
- Compact and comprehensive presentation of the material that will be useful to a reader from the mathematics and statistical sciences, at any stage of their career, either as a graduate student, an instructor, or an academician conducting research and requiring quick references and examples to classic topics.
- Includes 378 exercises, with the solutions manual available on the book's website.
- 121 illustrative examples of the concepts presented in the text (many including multiple items in a single example).
The book is targeted towards students at the master's and Ph.D. levels, as well as, academicians in the mathematics, statistics and related disciplines. Basic knowledge of calculus and matrix algebra is required. Prior knowledge of probability or measure theory is welcomed but not necessary.
商品描述(中文翻譯)
這本書定義並探討隨機物件的概念。為了以自然的方式完成這項任務,它結合了三個主要領域:統計推斷、測度理論的機率論和隨機過程。這種觀點在現有的教科書中尚未被探討;要捕捉到本書所涵蓋的細節和深度,讀者需要具備實分析、測度與機率論以及隨機過程的相關材料,並至少有一本統計學的書籍作為補充。
- 在統一的框架下,從隨機變數和隨機序列的基本結果開始,展示並說明「隨機物件」在不同背景下的應用,一直到隨機偏微分方程。
- 回顧基本的機率,並介紹統計推斷,從基礎到進階,讓從基本統計建模和估計過渡到進階主題的過程更加自然和具體。
- 對於數學和統計科學領域的讀者,無論是研究生、講師,還是進行研究的學者,這本書提供了緊湊且全面的材料,適合他們職業生涯的任何階段,並且需要快速參考和經典主題的範例。
- 包含378道習題,解答手冊可在本書的網站上獲得。
- 提供121個文本中概念的示例(許多示例中包含多個項目)。
本書的目標讀者為碩士和博士階段的學生,以及數學、統計學和相關學科的學者。需要具備基本的微積分和矩陣代數知識。對機率或測度理論的先前知識是受歡迎的,但並非必要。
作者簡介
Athanasios Christou Micheas is Associate Professor of Statistics at the University of Missouri.
作者簡介(中文翻譯)
Athanasios Christou Micheas 是密蘇里大學的統計學副教授。