Computational Statistics, 2/e
暫譯: 計算統計學（第二版）

Givens, Geof H., Hoeting, Jennifer A.

Computational Statistics, 2/e

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商品描述

This new edition continues to serve as a comprehensive guide to modern and classical methods of statistical computing. The book is comprised of four main parts spanning the field:

  • Optimization
  • Integration and Simulation
  • Bootstrapping
  • Density Estimation and Smoothing

Within these sections, each chapter includes a comprehensive introduction and step-by-step implementation summaries to accompany the explanations of key methods. The new edition includes updated coverage and existing topics as well as new topics such as adaptive MCMC and bootstrapping for correlated data. The book website now includes comprehensive R code for the entire book. There are extensive exercises, real examples, and helpful insights about how to use the methods in practice.

商品描述(中文翻譯)

這個新版本繼續作為現代與經典統計計算方法的綜合指南。這本書由四個主要部分組成，涵蓋該領域：

- 優化
- 積分與模擬
- 自助法
- 密度估計與平滑

在這些部分中，每一章都包含全面的介紹和逐步實施摘要，以輔助關鍵方法的解釋。新版本包括更新的內容和現有主題，以及新的主題，如自適應 MCMC 和針對相關數據的自助法。書籍網站現在提供整本書的全面 R 代碼。書中有大量的練習、真實範例，以及有關如何在實踐中使用這些方法的有用見解。

作者簡介

GEOF H. GIVENS, PhD, is Associate Professor in the Department of Statistics at Colorado State University. He serves as Associate Editor for Computational Statistics and Data Analysis. His research interests include statistical problems in wildlife conservation biology including ecology, population modeling and management, and automated computer face recognition.

JENNIFER A. HOETING, PhD, is Professor in the Department of Statistics at Colorado State University. She is an award-winning teacher who co-leads large research efforts for the National Science Foundation. She has served as associate editor for the Journal of the American Statistical Association and Environmetrics. Her research interests include spatial statistics, Bayesian methods, and model selection.

Givens and Hoeting have taught graduate courses on computational statistics for nearly twenty years, and short courses to leading statisticians and scientists around the world.

作者簡介(中文翻譯)

GEOF H. GIVENS, PhD, 是科羅拉多州立大學統計系的副教授。他擔任Computational Statistics and Data Analysis的副編輯。他的研究興趣包括野生動物保育生物學中的統計問題，包括生態學、族群建模與管理，以及自動化電腦臉部識別。

JENNIFER A. HOETING, PhD, 是科羅拉多州立大學統計系的教授。她是一位獲獎的教師，並共同領導國家科學基金會的大型研究計畫。她曾擔任Journal of the American Statistical Association和Environmetrics的副編輯。她的研究興趣包括空間統計、貝葉斯方法和模型選擇。

Givens和Hoeting已經教授計算統計的研究生課程近二十年，並為全球的領先統計學家和科學家提供短期課程。

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