The Sage handbook of regression analysis and causal inference
The Sage handbook of regression analysis and causal inference
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Sage 回归分析和因果推理手册
DOI：
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发表时间：
2014
期刊：
影响因子：
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通讯作者：
C. Wolf
中科院分区：
文献类型：
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作者：
H. Best;C. Wolf
介绍- Christof Wolf和Henning最佳第一部分：估计和推断估计技术：普通最小二乘和最大似然-回归模型的Martin Elff贝叶斯估计- Susumu Shikano第二部分：横截面的回归分析线性回归- Christof Wolf和Henning最佳回归分析：假设和诊断-巴特Meuleman，Geert Loosveldt和Viktor Emonds在线性回归中的非线性和非加性效应- Henning Lohmann多水平回归模型-Joop Hox和Leoniek Wijngaards-de Meij Logistic Regression - Henning Best和Christof Wolf Regression Models for Nominal and Ordinal Outcomes - J. Scott Long Graphical Display of Regression Results - Gerrit Bauer Regression With Complex Samples - Steven G. Heeringa，布雷迪T. West和Patricia A.第三部分：治疗效果的纵向数据匹配估计量的因果推断和分析- Markus Gangl工具变量回归- Christopher Muller，Christopher Winship和Stephen L.社会科学中的摩根回归不连续性设计-大卫。Lee和托马斯Lemieux固定效应面板回归- Josef Bruderl和Volker Ludwig事件历史分析- Hans-Peter Blossfeld和Gwendoline J. Blossfeld时间序列横截面- Jessica Fortin-Rittberger
Introduction - Christof Wolf and Henning Best PART I: ESTIMATION AND INFERENCE Estimation Techniques: Ordinary least squares and maximum likelihood - Martin Elff Bayesian Estimation of Regression Models - Susumu Shikano PART II: REGRESSION ANALYSIS FOR CROSS-SECTIONS Linear Regression - Christof Wolf and Henning Best Regression Analysis: Assumptions and Diagnostics - Bart Meuleman, Geert Loosveldt and Viktor Emonds Non-Linear and Non-Additive Effects in Linear Regression - Henning Lohmann The Multilevel Regression Model - Joop Hox and Leoniek Wijngaards-de Meij Logistic Regression - Henning Best and Christof Wolf Regression Models for Nominal and Ordinal Outcomes - J. Scott Long Graphical Display of Regression Results - Gerrit Bauer Regression With Complex Samples - Steven G. Heeringa, Brady T. West and Patricia A. Berglund PART III: CAUSAL INFERENCE AND ANALYSIS OF LONGITUDINAL DATA Matching Estimators for Treatment Effects - Markus Gangl Instrumental Variables Regression - Christopher Muller, Christopher Winship and Stephen L. Morgan Regression Discontinuity Designs in Social Sciences - David S. Lee and Thomas Lemieux Fixed-effects Panel Regression - Josef Bruderl and Volker Ludwig Event History Analysis - Hans-Peter Blossfeld and Gwendoline J. Blossfeld Time-Series Cross-Section - Jessica Fortin-Rittberger