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Course Outline & Reading List
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Click on the section numbers for a more detailed breakdown of each part of the
course.
- 0.
-
Catch-up and Review
- 1.
-
Simultaneous Equations
- 1.1.
-
Introduction
-
Davidson and MacKinnon, 18.1-18.2;
Fomby, 19;
Greene, 16.1-16.2;
Hamilton, 9.1;
Johnston and Dinardo, 9.4;
Judge Introduction, 14.1-14.5;
Judge, 14.1-14.4.
- 1.2.
-
Identification
-
Davidson and MacKinnon, 18.3;
Fomby, 20;
Greene, 16.3;
Hamilton, 9.3;
Johnston and Dinardo, 9.5;
Judge Introduction, 14.6-14.9;
Judge, 14.5.
-
Hausman, J.A. and W.E. Taylor,
``Identification in Linear Simultaneous Equations
Models with Covariance Restrictions: An Instrumental
Variables Interpretation'',
Econometrica 51 (1983).
- 1.3.
-
Estimation
-
Davidson and MacKinnon, 18.4-18.6;
Fomby, 21-22;
Greene, 16.4-16.6;
Hamilton, 9.2, 9.4-9.6;
Dinardo and Johnston, 9.6;
Judge Introduction, 15.1-15.2;
Judge, 15.2.1-15.2.2.
-
Hausman, J., W.K. Newey and W.E. Taylor,
``Efficient Estimation and Identification of
Simultaneous Equation Models with Covariance
Restrictions'',
Econometrica 55 (1987).
-
Schmidt, P.,
``Three-Stage Least Squares with Different Instuments for
Different Equations'',
Journal of Econometrics 43 (1990).
-
Wooldridge, J.M.,
``Estimating Systems of Equations with Different Instruments
for Different Equations'',
Journal of Econometrics 74 (1996).
- 2.
-
Nonlinear Regression
- 2.1.
-
Estimation
-
Davidson and MacKinnon, 5.1-5.6;
Greene, 10.1-10.3;
Judge Introduction, 12.1-12.3;
Judge, 6.1-6.3.
- 2.2.
-
Inference
-
Davidson and MacKinnon, 5.7-5.8;
Greene, 10.4;
Judge, 6.5-6.6.
- 3.
-
Generalized Method of Moments
-
Davidson and MacKinnon, 17;
Dinardo and Johnston, 10;
Greene, 11.5-11.6;
Hamilton, 14.
-
Hansen, L. P.,
``Large Sample Properties of Generalized Method of
Moments Estimators'',
Econometrica 50 (1982).
-
Hansen, L.P. and K.J. Singleton,
``Generalized Instumental Variables Estimation of Nonlinear
Rational Expectations Models'',
Econometrica 50 (1982).
-
Cumby, R.E., J. Huizinga and M. Obstfeld,
``Two-Step Two-Stage Least Squares Estimation in Models
with Rational Expectations'',
Journal of Econometrics 21 (1983).
-
Hansen, L.P.,
``A Method for Calculating Bounds on the Asymptotic
Covariance Matrices of Generalized Method of Moments
Estimators'',
Journal of Econometrics 30 (1985).
-
Newey, W.K.,
``Generalized Methods of Moments Specification Testing'',
Journal of Econometrics 29 (1985).
-
Newey, W.K.,
``Maximum Likelihood Specification Testing and Conditional
Moment Tests'',
Econometrica 53 (1985).
-
Newey, W.K., and K.D. West,
``Hypothesis Testing with Efficient Method of Moments
Estimation'',
International Economic Review 28 (1987).
-
Chamberlain, G.,
``Aysmptotic Efficiency in Estimation with Conditional
Moment Restrictions'',
Journal of Econometrics 34 (1987).
-
Newey, W.K., and D. McFadden,
``Large Sample Estimation and Hypothesis Testing'',
Handbook of Econometrics vol 4 (1994).
-
Staiger, D., and J.H. Stock,
``Instrumental Variables Regression with Weak Instruments'',
Econometrica 38 (1997).
-
Wang, J., and E. Zivot,
``Inference on Structural Parameters in Instrumental
Variables Regression with Weak Instruments'',
Econometrica 66 (1998).
-
Andrews, D.,
``Consistent Moment Selection Procedures for Generalized Method
of Moments Estimation'',
Econometrica vol 67 (1999).
- 4.
-
Panel Data
- 4.1.
-
Error Components Models
-
Baltagi, 2-3, 5;
Davidson and MacKinnon, 9.10;
Dinardo and Johnston, 12;
Fomby, 15.1-15.3;
Greene, 14.1-14.6;
Hsiao, 2-3;
Judge Introduction, 11.4-11.7;
Judge, 13.1-13.4;
Mátyás and Sevestre, 2-3.
-
Griliches, Z., and J.A. Hausman,
``Errors in Variables in Panel Data'',
Journal of Econometrics 31 (1986).
-
Breusch, T.S., G.E. Mizon and P. Schmidt,
``Efficient Estimation Using Panel Data'',
Econometrica 57 (1989).
-
Cornwell, C., P. Schmidt and R.C. Sickles,
``Production Frontiers with Cross-Sectional and
Time-Series Variation in Efficiency Levels'',
Journal of Econometrics 46 (1990).
-
Ahn, S.C., and S. Low,
``A Reformulation of the Hausman Test for Regression Models
with Pooled Cross-Section-Time-Series Data'',
Journal of Econometrics 71 (1996).
- 4.2.
-
Multivariate Error Components Models
-
Baltagi, 6-7;
Hsiao, 5.
-
Chamberlain, G.,
``Multivariate Regression Models for Panel Data'',
Journal of Econometrics 18 (1982).
-
Holtz-Eakin, D., W. Newey and H.S. Rosen,
``Estimating Vector Autoregressions with Panel Data'',
Econometrica 56 (1988).
-
Cornwell, C., P. Schmidt and D. Wyhowski,
``Simultaneous Equations and Panel Data'',
Journal of Econometrics 51 (1992).
- 4.3.
-
Time-Series Regression with Panel Data
-
Baltagi, 8;
Hsiao, 4.
-
Nickell, S.,
``Biases in Dynamic Models with Fixed Effects'',
Econometrica 49 (1981).
-
Holtz-Eakin, D.,
``Testing for Individual Effects in Autoregressive Models'',
Journal of Econometrics 39 (1988).
-
Arellano, M.,
``Testing for Autocorrelation in Dynamic Random Effects
Models'',
Review of Economic Studies 57 (1990).
-
Arellano, M., and S. Bond,
``Some Tests of Specification for Panel Data: Monte Carlo
Evidence and an Application to Employment'',
Review of Economic Studies 58 (1991).
-
Keane, M.P., and D.E. Runkle,
``On the Estimation of Panel-Data Models with Serial
Correlation when Instruments Are Not Strictly Exogenous:
Reply'',
Journal of Business and Economic Statistics 10 (1992).
-
Ahn, S.C. and P. Schmidt,
``Efficient Estimation of Models for Dynamic Panel Data'',
Journal of Econometrics 68 (1995).
-
Arellano, M., and O. Bover,
``Another Look at the Instrumental Variable Estimation of
Error-Components Models'',
Journal of Econometrics 68 (1995).
-
Kiviet, J.F.,
``On Bias, Inconsistency, and Efficiency of Various
Estimators in Dynamic Panel Data Models'',
Journal of Econometrics 68 (1995).
-
Hahn, J.,
``Efficient Estimation of Panel Data Models with
Sequential Moment Restrictions'',
Journal of Econometrics 79 (1997).
-
Ahn, S.C. and P. Schmidt,
``Efficient Estimation of Dynamic Panel Data Models:
Alternative Assumptions and Simplified Estimation'',
Journal of Econometrics 76 (1997).
-
Blundell, R. and S. Bond,
``Initial Conditions and Moment Restrictions in
Dynamic Panel Data Models'',
Journal of Econometrics 87 (1998).
-
Alvarez, J. and M. Arellano,
``The Time Series and Cross-Section Asymptotics of
Dynamic Panel Data Estimators'',
working paper (1998).
-
Kao, C.,
``Spurious Regression and Residual-Based Tests for
Cointegration in Panel Data'',
Journal of Econometrics 90 (1999).
- 4.4.
-
Limited Dependent Variables Models
-
Baltagi, 10.4;
Hsiao, 7.
-
Chamberlain, G.,
``Analysis of Covariance with Qualitative Data'',
Review of Economic Studies 47 (1980).
-
Honore, B.E.,
``Trimmed LAD and Least Squares Estimation of Truncated and
Censored Regression Models with Fixed Effects'',
Econometrica 60 (1992).
-
Honore, B.E.,
``Orthogonality Conditions for Tobit Models with Fixed
Effects and Lagged Dependent Variables'',
Journal of Econometrics 59 (1993).
-
Keane, M.P.,
``A Computationally Practical Simulation Estimator for
Panel Data'',
Econometrica 62 (1994).
-
Hajivassiliou, V.A. and P.A. Ruud,
``Classical Estimation Methods for LDV Models using
Simulation'',
Handbook of Econometrics vol 4 (1994).
-
Geweke, J.F., M.P. Keane and D.E. Runkle,
``Statistical Inference in the Multinomial Multiperiod
Probit Model'',
Journal of Econometrics 80 (1997).
-
Bertschek, I., and M. Lechner,
``Convenient Estimators for the Panel Probit Model'',
Journal of Econometrics 87 (1998).
- 4.5.
-
Unbalanced Panels and Selection Bias
-
Baltagi, 9, 10.5;
Hsiao, 8.2-8.3;
Mátyás and Sevestre, 18.
-
Wooldridge, J.M.,
``Selection Corrections for Panel Data Models under
Conditional Mean Independence Assumptions'',
Journal of Econometrics 68 (1995).
-
Kyriazidou, E.,
``Estimation of a Panel Data Sample Selection Model'',
Econometrica 65 (1997).
File translated from TEX by TTH, version 2.00.
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