Brownian Motion, the Fredholm Determinant, and Time Series Analysis
暫譯: 布朗運動、弗雷德霍姆行列式與時間序列分析
Tanaka, Katsuto
- 出版商: Cambridge
- 出版日期: 2025-01-02
- 售價: $5,420
- 貴賓價: 9.5 折 $5,149
- 語言: 英文
- 頁數: 352
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1009566997
- ISBN-13: 9781009566995
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商品描述
Brownian motion is an important topic in various applied fields where the analysis of random events is necessary. Introducing Brownian motion from a statistical viewpoint, this detailed text examines the distribution of quadratic plus linear or bilinear functionals of Brownian motion and demonstrates the utility of this approach for time series analysis. It also offers the first comprehensive guide on deriving the Fredholm determinant and the resolvent associated with such statistics. Presuming only a familiarity with standard statistical theory and the basics of stochastic processes, this book brings together a set of important statistical tools in one accessible resource for researchers and graduate students. Readers also benefit from online appendices, which provide probability density graphs and solutions to the chapter problems.
商品描述(中文翻譯)
布朗運動是各種應用領域中的一個重要主題,特別是在隨機事件分析中。從統計的角度介紹布朗運動,這本詳細的書籍探討了布朗運動的二次加線性或雙線性函數的分佈,並展示了這種方法在時間序列分析中的實用性。它還提供了首個全面的指南,說明如何推導與這些統計量相關的 Fredholm 行列式和解算子。該書假設讀者僅需具備標準統計理論和隨機過程基礎的熟悉度,將一系列重要的統計工具整合在一個易於訪問的資源中,供研究人員和研究生使用。讀者還可以受益於在線附錄,該附錄提供了概率密度圖和章節問題的解答。