Providing a much-needed bridge between elementary statistics courses and advanced research methods courses, Understanding Advanced Statistical Methods helps students grasp the fundamental assumptions and machinery behind sophisticated statistical topics, such as logistic regression, maximum likelihood, bootstrapping, nonparametrics, and Bayesian methods. The book teaches students how to properly model, think critically, and design their own studies to avoid common errors. It leads them to think differently not only about math and statistics but also about general research and the scientific method. With a focus on statistical models as producers of data, the book enables students to more easily understand the machinery of advanced statistics. It also downplays the "population" interpretation of statistical models and presents Bayesian methods before frequentist ones. Requiring no prior calculus experience, the text employs a "just-in-time" approach that introduces mathematical topics, including calculus, where needed. Formulas throughout the text are used to explain why calculus and probability are essential in statistical modeling. The authors also intuitively explain the theory and logic behind real data analysis, incorporating a range of application examples from the social, economic, biological, medical, physical, and engineering sciences. Enabling your students to answer the why behind statistical methods, this text teaches them how to successfully draw conclusions when the premises are flawed. It empowers them to use advanced statistical methods with confidence and develop their own statistical recipes. Ancillary materials are available on the book's website.
具體描述
讀後感
評分
評分
評分
評分
用戶評價
flag已拔。想打六星的教材。作者很認真地說明瞭主流統計檢驗背後的motivation，而且一步一步推公式給讀者看，從來不會跳步，還會詳細解釋中間每一步都發生瞭什麼。章節安排也很獨特，貝葉斯統計放在瞭frequentist統計前麵，並不斷穿插二者的對比。讀完有種豁然開朗的感覺。
评分一個全麵涉及統計學基本理論的導論書，頻率學派，貝葉斯，最大似然和似然比檢驗等等。時間和能力關係後麵三章放棄。對於非統計專業人，需要對統計學有一定瞭解和初步基礎。看的很痛苦，因為沒有統計基礎，並且英文閱讀能力也受限。
评分我見過的最好的統計學導論著作
评分我見過的最好的統計學導論著作
评分我見過的最好的統計學導論著作
相關圖書
本站所有內容均為互聯網搜索引擎提供的公開搜索信息，本站不存儲任何數據與內容，任何內容與數據均與本站無關，如有需要請聯繫相關搜索引擎包括但不限於百度，google,bing,sogou 等
© 2025 qciss.net All Rights Reserved. 小哈圖書下載中心 版权所有