This file is part of IDEAS, which uses RePEc data


[ Papers | Articles | Software | Books | Chapters | Authors | Institutions | JEL Classification | NEP reports | Search | New papers by email | Author registration | Rankings | Volunteers | FAQ | Blog | Help! ]

Robust Two–Stage Least Squares: Some Monte Carlo Experiments

Author info | Abstract | Publisher info | Download info | Related research | Statistics
Author Info
Sudhanshu Kumar MISHRA

Additional information is available for the following registered author(s):

Abstract

The Two–Stage Least Squares (2–SLS) is a well known econometric technique used to estimate the parameters of a multi–equation econometric model when errors across the equations are not correlated and the equation(s) concerned is (are) over–identified or exactly identified. However, in presence of outliers in the data matrix, the classical 2–SLS has a very poor performance. In this study a method has been proposed to generalize the 2–SLS to the Weighted Two–Stage Least Squares (W2–SLS), which is robust to the effects of outliers and perturbations. Monte Carlo experiments have been conducted to demonstrate the performance of the proposed method. It has been found that robustness of the proposed method is not much destabilized by the magnitude of outliers. The breakdown point of the method is quite high, somewhere between 45 to 50 percent of the number of points in the data matrix.

Download Info
To download:

If you experience problems downloading a file, check if you have the proper application to view it first. Information about this may be contained in the File-Format links below. 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.

File URL: http://www.jaes.reprograph.ro/articles/winter2008/RobustArticle10.pdf
File Format: application/pdf
File Function:
Download Restriction: no

Publisher Info
Article provided by Spiru Haret University, Faculty of Financial Management and Accounting Craiova in its journal Journal of Applied Economic Sciences.

Volume (Year): 3 (2008)
Issue (Month): 4(6)_Winter2008 ()
Pages:
Download reference. The following formats are available: HTML (with abstract), plain text (with abstract), BibTeX, RIS (EndNote, RefMan, ProCite), ReDIF
Handle: RePEc:ush:jaessh:v:3:y:2008:i:4(6)_winter2008:41

Contact details of provider:
Web page: http://www2.spiruharet.ro/facultati/facultate.php?id=14
More information through EDIRC

For technical questions regarding this item, or to correct its listing, contact: (Laura Stefanescu).

Related research
Keywords: Two–Stage Least Squares; multi–equation econometric model; simultaneous equations; outliers; robust; weighted least squares; Monte Carlo experiments; unbiasedness; efficiency; breakdown point; perturbation; structural parameters; reduced form;

Other versions of this item:

Statistics
Access and download statistics

Did you know? Over five million full texts a year are downloaded through IDEAS.

This page was last updated on 2009-12-2.


This information is provided to you by IDEAS at the Department of Economics, College of Liberal Arts and Sciences, University of Connecticut using RePEc data on a server sponsored by the Society for Economic Dynamics.