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Block1.md

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Block 1 presentation and R scripts


R scripts for seminars - outline of Block 1

1) Attend.Rmd

  • [Wooldridge 5th Edition], Example 6.3
  • Aim: repetition of models with CS data, interaction elements, marginal effects and their standard errors (reparametrization, Delta method).

2) GMM_Estimation.R

  • based on: Wooldridge, Introductory Econometrics, (5th ed.) Example 10.9
  • Aim: MM estimation, GMM estimation of linear models

3) MLE_Example.R

  • Aim: manual estimation of SLRM coefficients using MLE, illustrative example

4) OLS_NLRM_Cons.R

  • Greene: Econometric Analysis (5th ed., 2002), pages 171-173
  • Aim: Aggregate consumption, OLS vs NLRM

5) OLS_LAD_QREG.R

  • based on /expanded/ example: Wooldridge, Introductory Econometrics, (5th ed.) Example 9.10
  • based on Greene, 7.10
  • Aim: OLS vs LAD, Quantile regression

6) kFCV.Rmd

  • Aim: Compare predictive properties of different models using the k-Fold Cross Validation method

7) Bootstrap.R

  • Aim: Simple applications (examples) of the bootstrap method

8) Monte_Carlo.Rmd

  • Aim: Small-sample properties of DW and BG tests, test power evaluation through simulations.

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