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A new approach to model verification, falsification and selection
- Source :
- Econometrics, Volume 3, Issue 3, Pages 466-493, Econometrics, Vol 3, Iss 3, Pp 466-493 (2015)
- Publication Year :
- 2015
- Publisher :
- Basel: MDPI, 2015.
-
Abstract
- This paper shows that a qualitative analysis can always be used in evaluating a model's validity both in general and compared to other hypothesized models. The analysis relates the sign patterns and possibly other information of hypothesized structural arrays to the sign pattern of the estimated reduced form. It is demonstrated that such an analysis can always potentially falsify the hypothesized structural sign patterns or support an analysis of the relative likelihoods of alternative structural hypotheses, if neither are falsified. It is also noted that a partially specified structural hypothesis can be sometimes falsified by estimating as few as one reduced form equation. Additionally, zero restrictions in the structure can themselves be falsified; and, when so, current practice proposes estimated structural arrays that are impossible. It is further shown how the information content of the hypothesized structural sign patterns can be measured using Shannon's (1948) concept of entropy. In general, the lower the hypothesized structural sign pattern's entropy, the more a priori information it proposes about the sign pattern of the estimated reduced form. As an hypothesized structural sign pattern has a lower entropy, it is more subject to type 1 error and less subject to type 2 error.
- Subjects :
- Economics and Econometrics
falsification
jel:C01
inherited restrictions
jel:B23
jel:C
jel:C00
Qualitative analysis
C51
C52
verification
specification
qualitative analysis
entropy
ddc:330
jel:C1
jel:C2
jel:C3
C15
jel:C4
jel:C5
Mathematics
jel:C8
jel:C52
Entropy (statistical thermodynamics)
lcsh:HB71-74
C18
jel:C51
lcsh:Economics as a science
jel:C15
jel:C18
Model Verification, Falsification, structural arrays, sign pattern, entropy
A priori and a posteriori
Algorithm
Type I and type II errors
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Econometrics, Volume 3, Issue 3, Pages 466-493, Econometrics, Vol 3, Iss 3, Pp 466-493 (2015)
- Accession number :
- edsair.doi.dedup.....f8f610fbf02aef90737d918e82a1fa9c