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Advanced Econometric Methods (Hardcover)
Loot Price: R2,507
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Advanced Econometric Methods (Hardcover)
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1 Introduction.- 2 Review of Ordinary Least Squares and Generalized
Least Squares.- 3 Point Estimation and Tests of Hypotheses in Small
Samples.- 4 Large Sample Point Estimation and Tests of Hypotheses.-
5 Stochastic Regressors.- 6 Use of Prior Information.- 7
Preliminary Test and Stein-Rule Estimators.- 8 Feasible Generalized
Least Squares Estimation.- 9 Heteroscedasticity.- 10
Autocorrelation.- 11 Lagged Dependent Variables and
Autcorrelation.- 12 Unobservable Variables.- 13 Multicollinearity.-
14 Varying Coefficient Models.- 15 Models That Combine Time-Series
and Cross-Section Data.- 16 The Analysis of Models with Qualitative
or Censored Dependent Variables.- 17 Distributed Lags.- 18
Uncertainty in Model Specification and Selection.- 19 Introduction
to Simultaneous Equations Models.- 20 Identification.- 21 Limited
Information Estimation.- 22 Full Information Estimation.- 23
Reduced Form Estimation and Prediction in Simultaneous Equations
Models.- 24 Properties of Dynamic Simultaneous Equations Models.-
25 Special Topics in Simultaneous Equations.- Appendix Estimation
and Inference in Nonlinear Statistical Models.- A.1 Nonlinear
Optimization.- A.1.1 Method of Steepest Ascent.- A.1.2 The Method
of Newton.- A.1.3 Method of Quadratic Hill Climbing.- A.1.4
Numerical Differentiation.- A.2 Maximum Likelihood Estimation.-
A.2.1 Use of the Method of Newton.- A.2.2 Method of Scoring.- A.2.3
The Method of Berndt, Hall, Hall, and Hausman.- A.2.4 Asymptotic
Tests Based on the Maximum Likelihood Method.- A.2.4a The Wald
Test.- A.2.4b The Lagrange-Multiplier Test.- A.2.4c The Likelihood
Ratio Test Statistic.- A.2.4d Concluding Remarks.- A.3 Nonlinear
Regression.- A.4 Summary and Guide to Further Readings.- A.5
References.
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