Mathematical Statistics with Resampling and R, 3/e (Hardcover)
暫譯: 重抽樣與 R 的數理統計(第三版,精裝本)
Laura M. Chihara , Tim C. Hesterberg
- 出版商: Wiley
- 出版日期: 2022-09-21
- 售價: $2,050
- 貴賓價: 9.8 折 $2,009
- 語言: 英文
- 頁數: 576
- ISBN: 1119874033
- ISBN-13: 9781119874034
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相關分類:
機率統計學 Probability-and-statistics
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Mathematical Statistics with Resampling and R This thoroughly updated third edition combines the latest software applications with the benefits of modern resampling techniques Resampling helps students understand the meaning of sampling distributions, sampling variability, P-values, hypothesis tests, and confidence intervals. The third edition of Mathematical Statistics with Resampling and R combines modern resampling techniques and mathematical statistics. This book is classroom-tested to ensure an accessible presentation, and uses the powerful and flexible computer language R for data analysis. This book introduces permutation tests and bootstrap methods to motivate classical inference methods, as well as to be utilized as useful tools in their own right when classical methods are inaccurate or unavailable. The book strikes a balance between simulation, computing, theory, data, and applications. Throughout the book, new and updated case studies representing a diverse range of subjects, such as flight delays, birth weights of babies, U.S. demographics, views on sociological issues, and problems at Google and Instacart, illustrate the relevance of mathematical statistics to real-world applications. Changes and additions to the third edition include: New and updated case studies that incorporate contemporary subjects like COVID-19 Several new sections, including introductory material on causal models and regression methods for causal modeling in practice Modern terminology distinguishing statistical discernibility and practical importance New exercises and examples, data sets, and R code, using dplyr and ggplot2 A complete instructor’s solutions manual A new github site that contains code, data sets, additional topics, and instructor resources Mathematical Statistics with Resampling and R is an ideal textbook for undergraduate and graduate students in mathematical statistics courses, as well as practitioners and researchers looking to expand their toolkit of resampling and classical techniques.
商品描述(中文翻譯)
描述
《使用重抽樣與 R 的數理統計》這本經過全面更新的第三版結合了最新的軟體應用與現代重抽樣技術的優勢。重抽樣幫助學生理解抽樣分佈、抽樣變異性、P 值、假設檢定和信賴區間的意義。《使用重抽樣與 R 的數理統計》第三版結合了現代重抽樣技術和數理統計。這本書經過課堂測試,以確保易於理解的呈現,並使用強大且靈活的電腦語言 R 進行數據分析。本書介紹了置換檢定和自助法,以激發經典推論方法,並在經典方法不準確或不可用時,作為有用的工具。這本書在模擬、計算、理論、數據和應用之間取得了平衡。在整本書中,新的和更新的案例研究涵蓋了多樣的主題,例如航班延誤、嬰兒出生體重、美國人口統計、對社會學問題的看法,以及 Google 和 Instacart 的問題,展示了數理統計在現實世界應用中的相關性。第三版的變更和新增內容包括:包含當代主題(如 COVID-19)的新案例研究幾個新章節,包括有關因果模型和實踐中因果建模的回歸方法的入門材料 現代術語區分統計可辨識性和實際重要性 新的練習題和範例、數據集以及使用 dplyr 和 ggplot2 的 R 代碼 完整的教師解答手冊 一個新的 GitHub 網站,包含代碼、數據集、額外主題和教師資源。《使用重抽樣與 R 的數理統計》是數理統計課程中本科生和研究生的理想教科書,也是希望擴展其重抽樣和經典技術工具包的實務工作者和研究人員的理想選擇。