Econometric analysis of cross section and panel data - Wooldridge, Jeffrey M., 1960- (Cambridge, Mass. : MIT Press, 2010)
Introduction -- Conditional expectations and related concepts in econometrics -- Basic asymptotic theory -- Single-equation linear model and ordinary least squares estimation -- Instrumental variables estimation of single-equation linear models -- Additional single-equation topics -- Estimating systems of equations by ordinary least squares and generalized least squares -- System estimation by instrumental variables -- Simultaneous equations models -- Basic linear unobserved effects panel data models -- More topics in linear unobserved effects models -- M-estimation, nonlinear regression, and quantile regression -- Maximum likelihood methods -- Generalized method of moments and minimum distance estimation -- Binary response models -- Multinomial and ordered response models -- Corner solution responses -- Count, fractional, and other nonnegative responses -- Censored data, sample selection, and attrition -- Stratified sampling and cluster sampling -- Estimating average treatment effects -- Duration analysis.
Includes bibliographical references and index.
ESS
Keywords: Econometrics -- Asymptotic theory; Economics