
Introductory Econometrics
Using Monte Carlo Simulation with Microsoft Excel
Humberto Barreto, Frank M. Howland
Résumé
This highly accessible and innovative text and accompanying CD-ROM use Excel (R) workbooks powered by Visual Basic macros to teach the core concepts of econometrics without advanced mathematics. It enables students to run Monte Carlo simulations in order to understand the data generating process and sampling distribution. Intelligent repetition of concrete examples effectively conveys the properties of the ordinary least squares (OLS) estimator and the nature of heteroskedasticity and autocorrelation. Coverage includes omitted variables, binary response models, basic time series, and simultaneous equations. The authors teach students how to construct their own real-world data sets drawn from the internet, which they can analyze with Excel (R) or with other econometric software. The Excel add-ins allow students to draw histograms, to compute P-values and robust standard errors, and to construct their own MonteCarlo and bootstrap simulations. For more readers may visit the web site at www.wabash.edu/econometrics.
- Active learning with highly accessible introductory text using computers and web site support rather than passive reading
- Well-prepared Excel (R) workbooks enable easy Monte Carlo simulation and other analyses
- Contains CD-ROM with information on internet data plus answers to all self-study questions
Sommaire
- Introduction
- I. Description
- Correlation
- Pivot tables
- Computing regression
- Interpreting regression
- Functional form
- Multivariate regression
- Dummy variables
- II. Inference
- Monte Carlo simulation
- Inferential statistics review
- Measurement box model
- Comparing two populations
- The classical econometric model
- The Gauss Markov theorem
- Understanding the standard error
- Hypothesis testing and confidence intervals
- F tests
- Omitted variable bias
- Heteroskedasticity
- Autocorrelation
- The series topics
- Dummy dependent variables
- Bootstrap
- Simultaneous equations
Caractéristiques techniques
PAPIER | |
Éditeur(s) | Cambridge University Press |
Auteur(s) | Humberto Barreto, Frank M. Howland |
Parution | 28/03/2006 |
Nb. de pages | 800 |
Format | 18,5 x 26 |
Couverture | Relié |
Poids | 1400g |
Intérieur | Noir et Blanc |
EAN13 | 9780521843195 |
ISBN13 | 978-0-521-84319-5 |
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