Statistics: The Art & Science of Learning from Data, 4/e (Paperback)

Christine A Franklin (author), Bernhard Klingenberg (author) Alan Agresti (author)

Statistics: The Art & Science of Learning from Data, 4/e (Paperback)

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商品描述

Statistics: The Art and Science of Learning from Data, Fourth Edition, takes a conceptual approach, helping students understand what statistics is about and learning the right questions to ask when analyzing data, rather than just memorizing procedures. This book takes the ideas that have turned statistics into a central science in modern life and makes them accessible, without compromising the necessary rigor. Students will enjoy reading this book, and will stay engaged with its wide variety of real-world data in the examples and exercises.

The authors believe that it’s important for students to learn and analyze both quantitative and categorical data. As a result, the text pays greater attention to the analysis of proportions than many other introductory statistics texts. Concepts are introduced first with categorical data, and then with quantitative data.

MyStatLab™ not included. Students, if MyStatLab is a recommended/mandatory component of the course, please ask your instructor for the correct ISBN and course ID. MyStatLab should only be purchased when required by an instructor. Instructors, contact your Pearson representative for more information.

MyStatLab is an online homework, tutorial, and assessment product designed to personalize learning and improve results. With a wide range of interactive, engaging, and assignable activities, students are encouraged to actively learn and retain tough course concepts.

商品描述(中文翻譯)

《統計學：從資料中學習的藝術與科學》第四版以概念為基礎，幫助學生理解統計學的本質，學會在分析資料時提出正確的問題，而不僅僅是背誦程序。本書將使統計學這門在現代生活中成為核心科學的理念變得易於理解，同時不會犧牲必要的嚴謹性。學生們將享受閱讀本書，並通過其中豐富的實際數據示例和練習保持興趣。

作者認為學生學習和分析定量和定性資料都很重要。因此，本書在比許多其他入門統計學教材更加重視比例分析。首先介紹定性資料的概念，然後再介紹定量資料。

不包含MyStatLab™。學生們，如果MyStatLab是課程的推薦/必修組件，請向您的教師索取正確的ISBN和課程ID。只有在教師要求時才應購買MyStatLab。教師們，請聯繫您的Pearson代表獲取更多信息。

MyStatLab是一個在線作業、教學和評估產品，旨在個性化學習並提高成績。通過各種互動、引人入勝和可分配的活動，鼓勵學生積極學習並牢記難以理解的課程概念。

目錄大綱

PART ONE: GATHERING AND EXPLORING DATA
1. Statistics: The Art and Science of Learning from Data
2. Exploring Data with Graphs and Numerical Summaries
3. Association: Contingency, Correlation, and Regression
4. Gathering Data
PART TWO: PROBABILITY, PROBABILITY DISTRIBUTIONS, AND SAMPLING DISTRIBUTIONS
5. Probability in Our Daily Lives
6. Probability Distributions
7. Sampling Distributions
PART THREE: INFERENTIAL STATISTICS
8. Statistical Inference: Confidence Intervals
9. Statistical Inference: Significance Tests About Hypotheses
10. Comparing Two Groups
PART FOUR: ANALYZING ASSOCIATION AND EXTENDED STATISTICAL METHODS
11. Analyzing the Association Between Categorical Variables
12. Analyzing the Association Between Quantitative Variables: Regression Analysis
13. Multiple Regression
14. Comparing Groups: Analysis of Variance Methods
15. Nonparametric Statistics

目錄大綱(中文翻譯)

第一部分：收集和探索數據
1. 統計學：從數據中學習的藝術和科學
2. 用圖表和數值摘要探索數據
3. 關聯：相依性、相關性和回歸
4. 收集數據

第二部分：概率、概率分佈和抽樣分佈
5. 我們日常生活中的概率
6. 概率分佈
7. 抽樣分佈

第三部分：推論統計學
8. 統計推論：置信區間
9. 統計推論：關於假設的顯著性檢驗
10. 比較兩個群體

第四部分：分析關聯和擴展統計方法
11. 分析分類變量之間的關聯
12. 分析定量變量之間的關聯：回歸分析
13. 多元回歸
14. 比較群體：變異數分析方法
15. 非參數統計學

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