Logarithmically concave function: Difference between revisions

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'''Mixed-data sampling (MIDAS)''' is an [[econometric]] regression or filtering method developed by Ghysels ''et al.'' A simple regression example has the [[regressor]] appearing at a higher frequency than the [[regressand]]:
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:<math>y_t = \beta_0 + \beta_1 B(L^{1/m};\theta)x_t^{(m)} + \varepsilon_t^{(m)},\,</math>
 
where ''y'' is the regressand, ''x'' is the regressor, ''m'' denotes the frequency &ndash; for instance if ''y'' is yearly <math>x_t^{(4)}</math> is quarterly &ndash; <math>\varepsilon</math> is the disturbance and <math>B(L^{1/m};\theta)</math> is a lag distribution, for instance the [[beta function|Beta]] function or the [[Distributed_lag#Finite_distributed_lags|Almon Lag]].  
 
The regression models can be viewed in some cases as substitutes for the [[Kalman filter]] when applied in the context of mixed frequency data. Bai, Ghysels and Wright (2010) examine the relationship between MIDAS regressions and Kalman filter state space models applied to mixed frequency data. In general, the latter involve a system of equations, whereas in contrast MIDAS
regressions involve a (reduced form) single equation. As a consequence, MIDAS regressions might be less efficient, but also less prone to specification errors. In cases where the MIDAS regression is only an approximation, the approximation errors tend to be small.
 
==See also==
:*[[Distributed lag]]
:*[[ARMAX]]
 
==References==
 
* Bai, J., [[Eric Ghysels]] and Jonathan Wright (2010), State Space Models and MIDAS Regressions, Discussion Paper UNC.
 
* [[Eric Ghysels]], Sinko, A., Valkanov, R. (2007) ''MIDAS Regressions: Further Results and New Directions''.  [[Econometric Reviews]], 26 (1), 53&ndash;90
 
==External links==
*[http://www.unc.edu/~eghysels/ Eric Ghysels]
*[http://mpiktas.github.io/midasr// R code for midas regression models]
*[http://www.mathworks.com/matlabcentral/fileexchange/45150-midas-regression/ Matlab code for midas regression models]
[[Category:Econometrics]]
[[Category:Econometric models]]
[[Category:Time series analysis]]
[[Category:Time series models]]
[[Category:Statistical forecasting]]
 
 
{{econometrics-stub}}

Latest revision as of 10:39, 11 November 2014

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