Title of article :
Summability of stochastic processes—A generalization of integration for non-linear processes
Author/Authors :
Berenguer-Rico، نويسنده , , Vanessa and Gonzalo، نويسنده , , Jesْs، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2014
Pages :
11
From page :
331
To page :
341
Abstract :
The order of integration is valid to characterize linear processes; but it is not appropriate for non-linear worlds. We propose the concept of summability (a re-scaled partial sum of the process being O p ( 1 ) ) to handle non-linearities. The paper shows that this new concept, S ( δ ) : (i) generalizes I ( δ ) ; (ii) measures the degree of persistence as well as of the evolution of the variance; (iii) controls the balancedness of non-linear relationships; (iv) opens the door to the concept of co-summability which represents a generalization of co-integration for non-linear processes. To make this concept empirically applicable, an estimator for δ and its asymptotic properties are provided. The finite sample performance of subsampling confidence intervals is analyzed via a Monte Carlo experiment. The paper finishes with the estimation of the degree of summability of the macroeconomic variables in an extended version of the Nelson–Plosser database.
Keywords :
Summability , Co-summability , Co-integration , Integrated processes , Non-linear processes , Non-linear balanced relationships
Journal title :
Journal of Econometrics
Serial Year :
2014
Journal title :
Journal of Econometrics
Record number :
2129437
Link To Document :
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