Copula Models for Dependent Competing Risks: Theory and applications in economics, engineering and medicine
暫譯: 相依競爭風險的 Copula 模型:理論及其在經濟學、工程學與醫學上的應用
Wilke, Ralf A., Emura, Takeshi, Lo, Simon M. S.
- 出版商: CRC
- 出版日期: 2026-10-28
- 售價: $9,870
- 貴賓價: 9.5 折 $9,376
- 語言: 英文
- 頁數: 250
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 103285121X
- ISBN-13: 9781032851211
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相關分類:
機率統計學 Probability-and-statistics
海外代購書籍(需單獨結帳)
商品描述
This book contains a comprehensive introduction and overview of copula approaches to competing risks models for dependent latent failure times. It establishes the fundamentals of dependent competing risks models, as well as presents a range of recently developed approaches to identifiability and estimation using copulas. Readers benefit from a blend of statistical theory with applications in different subject areas such as economics, engineering, and medicine. This is the first book that provides a comprehensive overview and in-depth treatment of existing copula-based models for dependent competing risks.
Copula Models for Dependent Competing Risks covers basic statistical ideas, such as "parametric latent failure time models"; theoretical issues, such as "identifiability of the competing risks model"; and model comparisons, such as comparative studies for "different copulas and different models for hazard functions". Aside from the introductory materials, the authors cover new and recently developed methodologies. The new solutions address the identifiability problems in competing risks models that rely on copula modelling. Copula models and other competing risks models are presented in a unified theoretical framework and illustrated with data from various disciplines (such as economics, engineering, and medicine). The book also includes applications with real data, and the code (written in R and/or Stata) is available online for easy practice purposes. A selection of exercises and their solutions is also available online.
This book serves as a good reading for senior undergraduates and postgraduate students studying in courses such as "Multivariate Survival Analysis", "Survival Data Analysis" or "Advanced Econometrics". It can also serve as a useful reference for empirical researchers in a wide range of disciplines.
商品描述(中文翻譯)
本書全面介紹並概述以 copula 方法處理相依潛在失效時間之競爭風險模型。書中奠定相依競爭風險模型的基礎,並介紹近期發展出的多種方法,探討如何運用 copula 處理模型的可識別性與估計問題。讀者可以同時學習統計理論,以及其在經濟學、工程學與醫學等不同領域中的應用。本書是第一本全面概述並深入探討現有以 copula 為基礎之相依競爭風險模型的著作。
《Copula Models for Dependent Competing Risks》涵蓋基本統計概念,例如「參數式潛在失效時間模型」;理論議題,例如「競爭風險模型的可識別性」;以及模型比較,例如比較「不同 copula 與不同危險函數模型」的研究。除了導論性內容之外,作者也介紹新近發展的方法。這些新方法著重解決以 copula 建模的競爭風險模型中所存在的可識別性問題。本書在統一的理論架構下介紹 copula 模型與其他競爭風險模型,並以來自不同領域(例如經濟學、工程學與醫學)的資料加以說明。書中也包含真實資料的應用案例,相關程式碼(以 R 及/或 Stata 撰寫)可在線上取得,方便讀者實作練習。此外,線上也提供部分習題及其解答。
本書適合高年級大學生與研究所學生閱讀,可用於「多變量存活分析」、「存活資料分析」或「進階計量經濟學」等課程;同時也可作為廣泛領域之實證研究人員的實用參考書。
作者簡介
Ralf A. Wilke is Professor of Applied Econometrics at the Copenhagen Business School, Department of Economics, Denmark.
Takeshi Emura is Professor at School of Informatics and Data Science, Hiroshima University, Japan. He is Visiting Professor at Research Center for Medical and Health Data Science, the ISM, Japan, and also Visiting Professor at Biostatistics Center, Kurume University, Japan.
Simon M.S. Lo is Assistant Professor at the Department of Economics and Finance, United Arab Emirates University.
作者簡介(中文翻譯)
Ralf A. Wilke 是丹麥 Copenhagen Business School 經濟學系的應用計量經濟學教授。
Takeshi Emura 是日本 Hiroshima University 資訊學與資料科學學院的教授。他同時擔任日本統計數理研究所(ISM)醫療與健康資料科學研究中心的客座教授,以及日本 Kurume University 生物統計中心的客座教授。
Simon M.S. Lo 是 United Arab Emirates University 經濟與金融學系的助理教授。