Bounded Rationality and Limited Datasets: Testable Implications, Identifiability, and Out-of-Sample Prediction
Theories of bounded rationality are typically characterized over an exhaustive data set. This paper aims to operationalize some leading theories when the available data is limited, as is the case in most practical settings. How does one tell if observed choices are consistent with a theory of bounded rationality if the data is incomplete? What information can be identified about preferences? How can out-of-sample predictions be made? Our approach is contrasted with earlier attempts to examine bounded rationality theories on limited data, showing their notion of consistency is inappropriate for identifiability and out-of-sample prediction.
|Date of creation:||2012|
|Date of revision:|
|Contact details of provider:|| Postal: |
References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Yusufcan Masatlioglu & Daisuke Nakajima & Erkut Ozbay, 2009.
NajEcon Working Paper Reviews
- Christopher J. Tyson, 2012.
"Behavioral Implications of Shortlisting Procedures,"
697, Queen Mary University of London, School of Economics and Finance.
- Christopher Tyson, 2013. "Behavioral implications of shortlisting procedures," Social Choice and Welfare, Springer, vol. 41(4), pages 941-963, October.
- Paola Manzini & Marco Mariotti, 2007. "Sequentially Rationalizable Choice," American Economic Review, American Economic Association, vol. 97(5), pages 1824-1839, December.
- Paola Manzini & Marco Mariotti, 2012. "Categorize Then Choose: Boundedly Rational Choice And Welfare," Journal of the European Economic Association, European Economic Association, vol. 10(5), pages 1141-1165, October.
When requesting a correction, please mention this item's handle: RePEc:bro:econwp:2012-7. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Brown Economics Webmaster)
If references are entirely missing, you can add them using this form.