A Comparative Study of Different Shrinkage Estimators for Panel Data Models
AbstractThe present paper uses small-sigma asymptotics to show that in general the shrinkage estimators have superior properties among the individual least squares estimators, the simple average estimators, the weighted average estimators, estimators obtained by shrinking towards the simple average, and estimators obtained by shrinking towards the weighted average. The shrinkage estimators are used to derive short-run and long-run price and income elasticities for residential natural gas demand and electricity demand in the US based on panel data covering 49 states over 21 years (1970-90). They are also used for out of sample forecasting.
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
Bibliographic InfoArticle provided by Society for AEF in its journal Annals of Economics and Finance.
Volume (Year): 2 (2001)
Issue (Month): 1 (May)
Bayesian shrinkage estimator; Parameter heterogeneity; Stein-rule estimator;
Find related papers by JEL classification:
- C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
- C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
- C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
You can help add them by filling out this form.
CitEc Project, subscribe to its RSS feed for this item.
- Herbert Brücker & Boriss Siliverstovs, 2006.
"On the estimation and forecasting of international migration: how relevant is heterogeneity across countries?,"
Springer, vol. 31(3), pages 735-754, September.
- Brücker, Herbert & Siliverstovs, Boriss, 2005. "On the Estimation and Forecasting of International Migration: How Relevant Is Heterogeneity Across Countries?," IZA Discussion Papers 1710, Institute for the Study of Labor (IZA).
- R. McAfee & Philip Reny, 2007. "The role of excess capacity in determining market power in natural gas transportation markets," Journal of Regulatory Economics, Springer, vol. 32(3), pages 209-223, December.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Qiang Gao).
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If references are entirely missing, you can add them using this form.
If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.