图书简介
“This book is remarkable in its accessible treatment of interaction effects. Although this concept can be challenging for students (even those with some background in statistics), this book presents the material in a very accessible manner, with plenty of examples to help the reader understand how to interpret their results.” –Nicole Kalaf-Hughes, Bowling Green State University Offering a clear set of workable examples with data and explanations, Interaction Effects in Linear and Generalized Linear Models is a comprehensive and accessible text that provides a unified approach to interpreting interaction effects. The book develops the statistical basis for the general principles of interpretive tools and applies them to a variety of examples, introduces the ICALC Toolkit for Stata, and offers a series of start-to-finish application examples to show students how to interpret interaction effects for a variety of different techniques of analysis, beginning with OLS regression. The author’s website at www.icalcrlk.com provides a downloadable toolkit of Stata® routines to produce the calculations, tables, and graphics for each interpretive tool discussed. Also available are the Stata® dataset files to run the examples in the book.
Series Editor’s Introduction \\ Preface \\ Acknowledgments \\ About the Author \\ 1. Introduction and Background \\ Overview: Why Should You Read This Book? \\ The Logic of Interaction Effects in Linear Regression Models \\ The Logic of Interaction Effects in GLMs \\ Diagnostic Testing and Consequences of Model Misspecification \\ Roadmap for the Rest of the Book \\ Chapter 1 Notes \\ PART I. PRINCIPLES \\ 2. Basics of Interpreting the Focal Variable’s Effect in the Modeling Component \\ Mathematical (Geometric) Foundation for GFI \\ GFI Basics: Algebraic Regrouping, Point Estimates, and Sign Changes \\ Plotting Effects \\ Summary \\ Special Topics \\ Chapter 2 Notes \\ 3. The Varying Significance of the Focal Variable’s Effect \\ Test Statistics and Significance Levels \\ JN Mathematically Derived Significance Region \\ Empirically Defined Significance Region \\ Confidence Bounds and Error Bar Plots \\ Summary and Recommendations \\ Chapter 3 Notes \\ 4. Linear (Identity Link) Models: Using the Predicted Outcome for Interpretation \\ Options for Display and Reference Values \\ Reference Values for the Other Predictors (Z) \\ Constructing Tables of Predicted Outcome Values \\ Charts and Plots of the Expected Value of the Outcome \\ Conclusion \\ Special Topics \\ Chapter 4 Notes \\ 5. Nonidentity Link Functions: Challenges of Interpreting Interactions in Nonlinear Models \\ Identifying the Issues \\ Mathematically Defining the Confounded Sources of Nonlinearity \\ Revisiting Options for Display and Reference Values \\ Solutions \\ Summary and Recommendations \\ Derivations and Calculations \\ Chapter 5 Notes \\ PART II. APPLICATIONS \\ 6. ICALC Toolkit: Syntax, Options, and Examples \\ Overview \\ INTSPEC: Syntax and Options \\ GFI Tool: Syntax and Options \\ SIGREG Tool: Syntax and Options \\ EFFDISP Tool: Syntax and Options \\ OUTDISP Tool: Syntax and Options \\ Next Steps \\ Chapter 6 Notes \\ 7. Linear Regression Model Applications \\ Overview \\ Single-Moderator Example \\ Two-Moderator Example \\ Special Topics \\ Chapter 7 Notes \\ 8. Logistic Regression and Probit Applications \\ Overview \\ One-Moderator Example (Nominal by Nominal) \\ Three-Way Interaction Example (Interval by Interval by Nominal) \\ Special Topics \\ Chapter 8 Notes \\ 9. Multinomial Logistic Regression Applications \\ Overview \\ One-Moderator Example (Interval by Interval) \\ Two-Moderator Example (Interval by Two Nominal) \\ Special Topics \\ Chapter 9 Notes \\ 10. Ordinal Regression Models \\ Overview \\ One-Moderator Example (Interval by Nominal) \\ Two-Moderator Interaction Example (Nominal by Two Interval) \\ Special Topics \\ Chapter 10 Notes \\ 11. Count Models \\ Overview \\ One-Moderator Example (Interval by Nominal) \\ Three-Way Interaction Example (Interval by Interval by Nominal) \\ Special Topics \\ Chapter 11 Notes \\ 12. Extensions and Final Thoughts \\ Extensions \\ Final Thoughts: Dos, Don’ts, and Cautions \\ Chapter 12 Notes \\ Appendix: Data for Examples \\ Chapter 2: One-Moderator Example \\ Chapter 2: Two-Moderator Mixed Example \\ Chapter 2: Two-Moderator Interval Example \\ Chapter 2: Three-Way Interaction Example \\ Chapter 3: One-Moderator Example \\ Chapter 3: Two-Moderator Example \\ Chapter 3: Three-Way Interaction Example \\ Chapter 4: Tables One-Moderator Example and Figures Example 3 \\ Chapter 4: Tables Two-Moderator Example \\ Chapter 4: Figures Examples 1 and 2 \\ Chapter 4: Figures Example 4 \\ Chapter 4: Tables Three-Way Interaction Example and Figures Example 5 \\ Chapter 5: Examples 1 and 2 \\ Chapter 5: Example 3 \\ Chapter 5: Example 4 \\ Chapter 6: One-Moderator Example \\ Chapter 6: Two-Moderator Example \\ Chapter 6: Three-Way Interaction Example \\ Chapter 7: One-Moderator Example \\ Chapter 7: Two-Moderator Example \\ Chapter 8: One-Moderator Example \\ Chapter 8: Three-Way Interaction Example \\ Chapter 9: One-Moderator Example \\ Chapter 9: Two-Moderator Example \\ Chapter 10: One-Moderator Example \\ Chapter 10: Two-Moderator Example \\ Chapter 11: One-Moderator Example \\ Chapter 11: Three-Way Interaction Example \\ Chapter 12: Polynomial Example \\ Chapter 12: Heckman Example \\ Chapter 12: Survival Analysis Example \\ References \\ Data Sources \\ Index
Trade Policy 买家须知
- 关于产品:
- ● 正版保障:本网站隶属于中国国际图书贸易集团公司,确保所有图书都是100%正版。
- ● 环保纸张:进口图书大多使用的都是环保轻型张,颜色偏黄,重量比较轻。
- ● 毛边版:即书翻页的地方,故意做成了参差不齐的样子,一般为精装版,更具收藏价值。
关于退换货:
- 由于预订产品的特殊性,采购订单正式发订后,买方不得无故取消全部或部分产品的订购。
- 由于进口图书的特殊性,发生以下情况的,请直接拒收货物,由快递返回:
- ● 外包装破损/发错货/少发货/图书外观破损/图书配件不全(例如:光盘等)
并请在工作日通过电话400-008-1110联系我们。
- 签收后,如发生以下情况,请在签收后的5个工作日内联系客服办理退换货:
- ● 缺页/错页/错印/脱线
关于发货时间:
- 一般情况下:
- ●【现货】 下单后48小时内由北京(库房)发出快递。
- ●【预订】【预售】下单后国外发货,到货时间预计5-8周左右,店铺默认中通快递,如需顺丰快递邮费到付。
- ● 需要开具发票的客户,发货时间可能在上述基础上再延后1-2个工作日(紧急发票需求,请联系010-68433105/3213);
- ● 如遇其他特殊原因,对发货时间有影响的,我们会第一时间在网站公告,敬请留意。
关于到货时间:
- 由于进口图书入境入库后,都是委托第三方快递发货,所以我们只能保证在规定时间内发出,但无法为您保证确切的到货时间。
- ● 主要城市一般2-4天
- ● 偏远地区一般4-7天
关于接听咨询电话的时间:
- 010-68433105/3213正常接听咨询电话的时间为:周一至周五上午8:30~下午5:00,周六、日及法定节假日休息,将无法接听来电,敬请谅解。
- 其它时间您也可以通过邮件联系我们:customer@readgo.cn,工作日会优先处理。
关于快递:
- ● 已付款订单:主要由中通、宅急送负责派送,订单进度查询请拨打010-68433105/3213。
本书暂无推荐
本书暂无推荐