
Econometric Methods with Applications in Business and Economics
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Content
- Introduction
- 1 Review of Statistics
- 1.1: Descriptive statistics
- 1.2: Random variables
- 1.3: Parameter estimation
- 1.4: Tests of hypotheses
- Summary, further reading, and keywords
- Exercises
- 2 Simple Regression
- 2.1: Least squares
- 2.2: Accuracy of least squares
- 2.3: Significance tests
- 2.4: Prediction
- Summary, further reading, and keywords
- Exercises
- 3 Multiple Regression
- 3.1: Least squares in matrix form
- 3.2: Adding or deleting variables
- 3.3: The accuracy of estimates
- 3.4: The F-test
- Summary, further reading, and keywords
- Exercises
- 4 Non-Linear Methods
- 4.1: Asymptotic analysis
- 4.2: Non-linear regression
- 4.3: Maximum likelihood
- 4.4: Generalized method of moments
- Summary, further reading, and keywords
- Exercises
- 5 Diagnostic Tests and Model Adjustments
- 5.1: Introduction
- 5.2: Functional form and explanatory variables
- 5.3: Varying parameters
- 5.4: Heteroskedasticity
- 5.5: Serial correlation
- 5.6: Disturbance distribution
- 5.7: Endogenous regressors and instrumental variables
- 5.8: Illustration: Salaries of top managers
- Summary, further reading, and keywords
- Exercises
- 6 Qualitative and Limited Dependent Variables
- 6.1: Binary response
- 6.2: Multinomial data
- 6.3: Limited dependent variables
- Summary, further reading, and keywords
- Exercises
- 7 Time Series and Dynamic Models
- 7.1: Models for stationary time series
- 7.2: Model estimation and selection
- 7.3: Trends and seasonals
- 7.4: Non-linearities and time-varying volatility
- 7.5: Regression models with lags
- 7.6: Vector autoregressive models
- 7.7: Other multiple equation models
- Summary, further reading, and keywords
- Exercises
- Appendix A: Matrix Methods
- A.1: Summations
- A.2: Vectors and matrices
- A.3: Matrix addition and multiplication
- A.4: Transpose, trace, and inverse
- A.5: Determinant, rank, and eigenvalues
- A.6: Positive (semi)definite matrices and projections
- A.7: Optimization of a function of several variables
- A.8: Concentration and the Lagrange method
- Exercise
- Appendix B: Data Sets
- Index
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