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Conference object . 2000
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https://doi.org/10.1109/cdc.20...
Article . 2002 . Peer-reviewed
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On data preprocessing for subspace methods

Authors: Bauer, Dietmar;

On data preprocessing for subspace methods

Abstract

In modern data analysis often the first step is to perform some data preprocessing, e.g. detrending or elimination of periodic components of known period length. This is normally done using least squares regression. Only afterwards black box models are estimated using either pseudo-maximum-likelihood methods, prediction error methods or subspace algorithms. In this paper it is shown that for subspace methods this is essentially the same as including the corresponding input variables, e.g., a constant or a trend or a periodic component, as additional input variables. Here, essentially means that the estimates only differ through the choice of initial values.

Countries
Germany, Sweden
Related Organizations
Keywords

Automatic control, Identification, Reglerteknik, Subspace algorithms, Linear systems, Control Engineering, Estimation

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
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bronze