Bootstrap Methods and Their Application (Paperback)
暫譯: Bootstrap 方法及其應用 (平裝本)
A. C. Davison
- 出版商: Cambridge
- 出版日期: 1997-10-28
- 售價: $4,510
- 貴賓價: 9.5 折 $4,285
- 語言: 英文
- 頁數: 592
- 裝訂: Paperback
- ISBN: 0521574714
- ISBN-13: 9780521574716
-
相關分類:
機率統計學 Probability-and-statistics
海外代購書籍(需單獨結帳)
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商品描述
This book gives a broad and up-to-date coverage of bootstrap methods, with numerous applied examples, developed in a coherent way with the necessary theoretical basis. Applications include stratified data; finite populations; censored and missing data; linear, nonlinear, and smooth regression models; classification; time series and spatial problems. Special features of the book include: extensive discussion of significance tests and confidence intervals; material on various diagnostic methods; and methods for efficient computation, including improved Monte Carlo simulation. Each chapter includes both practical and theoretical exercises. Included with the book is a disk of purpose-written S-Plus programs for implementing the methods described in the text. Computer algorithms are clearly described, and computer code is included on a 3-inch, 1.4M disk for use with IBM computers and compatible machines. Users must have the S-Plus computer application.
商品描述(中文翻譯)
本書廣泛且最新地涵蓋了自助法(bootstrap methods),並提供了眾多應用範例,以一致的方式發展並具備必要的理論基礎。應用範圍包括分層數據、有限母體、截尾和缺失數據、線性、非線性及平滑回歸模型、分類、時間序列及空間問題。本書的特別特色包括:對顯著性檢驗和信賴區間的廣泛討論;各種診斷方法的材料;以及高效計算的方法,包括改進的蒙地卡羅模擬(Monte Carlo simulation)。每一章節都包含實務和理論的練習。本書附帶一張專門編寫的 S-Plus 程式磁碟,用於實現文本中描述的方法。計算機算法被清楚地描述,並且計算機代碼包含在一張 3 吋、1.4M 的磁碟中,供 IBM 電腦及相容機器使用。使用者必須擁有 S-Plus 計算機應用程式。
