Microeconometrics: methods and applications/
Cameron, A. Colin
Microeconometrics: methods and applications/ A. Colin Cameron and Pravin K. Trivedi - New York: Cambridge University Press, 2009. - xxii, 1,034 p. : ill. ; 27 cm.
Distinctive Aspects of Microeconometrics --
Book Outline --
Software --
Notation and Conventions --
Causal and Noncausal Models --
Structural Models --
Exogeneity --
Linear Simultaneous Equations Model --
Identification Concepts --
Single-Equation Models --
Potential Outcome Model --
Causal Modeling and Estimation Strategies --
Microeconomic Data Structures --
Observational Data --
Data from Social Experiments --
Data from Natural Experiments --
Core Methods --
Linear Models --
Regressions and Loss Functions --
Example: Returns to Schooling --
Ordinary Least Squares --
Weighted Least Squares --
Median and Quantile Regression --
Model Misspecification --
Instrumental Variables --
Instrumental Variables in Practice --
Maximum Likelihood and Nonlinear Least-Squares Estimation --
Overview of Nonlinear Estimators --
Extremum Estimators --
Estimating Equations --
Statistical Inference --
Maximum Likelihood --
Quasi-Maximum Likelihood --
Nonlinear Least Squares --
Example: ML and NLS Estimation --
Generalized Method of Moments and Systems Estimation --
Generalized Method of Moments --
Linear Instrumental Variables --
Nonlinear Instrumental Variables --
Sequential Two-Step m-Estimation --
Minimum Distance Estimation --
Empirical Likelihood --
Linear Systems of Equations --
Nonlinear Sets of Equations --
Hypothesis Tests --
Wald Test --
Likelihood-Based Tests --
Example: Likelihood-Based Hypothesis Tests --
Tests in Non-ML Settings --
Power and Size of Tests --
Monte Carlo Studies --
Bootstrap Example.
9780521848053
Econometric models--Microeconomics
338.5 / CAM/M
Microeconometrics: methods and applications/ A. Colin Cameron and Pravin K. Trivedi - New York: Cambridge University Press, 2009. - xxii, 1,034 p. : ill. ; 27 cm.
Distinctive Aspects of Microeconometrics --
Book Outline --
Software --
Notation and Conventions --
Causal and Noncausal Models --
Structural Models --
Exogeneity --
Linear Simultaneous Equations Model --
Identification Concepts --
Single-Equation Models --
Potential Outcome Model --
Causal Modeling and Estimation Strategies --
Microeconomic Data Structures --
Observational Data --
Data from Social Experiments --
Data from Natural Experiments --
Core Methods --
Linear Models --
Regressions and Loss Functions --
Example: Returns to Schooling --
Ordinary Least Squares --
Weighted Least Squares --
Median and Quantile Regression --
Model Misspecification --
Instrumental Variables --
Instrumental Variables in Practice --
Maximum Likelihood and Nonlinear Least-Squares Estimation --
Overview of Nonlinear Estimators --
Extremum Estimators --
Estimating Equations --
Statistical Inference --
Maximum Likelihood --
Quasi-Maximum Likelihood --
Nonlinear Least Squares --
Example: ML and NLS Estimation --
Generalized Method of Moments and Systems Estimation --
Generalized Method of Moments --
Linear Instrumental Variables --
Nonlinear Instrumental Variables --
Sequential Two-Step m-Estimation --
Minimum Distance Estimation --
Empirical Likelihood --
Linear Systems of Equations --
Nonlinear Sets of Equations --
Hypothesis Tests --
Wald Test --
Likelihood-Based Tests --
Example: Likelihood-Based Hypothesis Tests --
Tests in Non-ML Settings --
Power and Size of Tests --
Monte Carlo Studies --
Bootstrap Example.
9780521848053
Econometric models--Microeconomics
338.5 / CAM/M