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  4. Specification and structural break tests for additive models with applications to realized variance data
 
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Specification and structural break tests for additive models with applications to realized variance data

Journal
Journal of Econometrics
ISSN
0304-4076
ISSN-Digital
1872-6895
Type
journal article
Date Issued
2015-09-01
Author(s)
Fengler, Matthias
Mammen, Enno
Vogt, Michael
DOI
10.1016/j.jeconom.2015.04.002
Abstract
We study two types of testing problems in a nonparametric additive model setting: We develop methods to test (i) whether an additive component function has a given parametric form and (ii) whether an additive component has a structural break. We apply the theory to a nonparametric extension of the linear heterogeneous autoregressive model which is widely employed to describe realized variance data. We find that the linearity assumption is often rejected, but actual deviations from linearity are mild.
Project(s)
Analysis and models of cross asset dependency structures in high-frequency data
Language
English
Keywords
Additive models
Backfitting
Nonparametric time series analysis
Specification tests
Realized variance; Heterogeneous autoregressive model
HSG Classification
contribution to scientific community
HSG Profile Area
SEPS - Quantitative Economic Methods
Refereed
Yes
Publisher
Elsevier
Publisher place
Amsterdam
Volume
188
Number
1
Start page
196
End page
218
Pages
23
URL
https://www.alexandria.unisg.ch/handle/20.500.14171/105981
Subject(s)
  • economics

Division(s)
  • SEPS - School of Econ...

  • MS - Faculty of Mathe...

  • University of St.Gall...

Eprints ID
228047
Scopus© citations
8
Acquisition Date
Jun 6, 2023
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