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https://doi.org/10.31224/osf.i...
Article . 2021 . Peer-reviewed
License: CC BY
Data sources: Crossref
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OSF Preprints
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engrXiv
Preprint . 2021
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A two stage optimal transport based system identification method

Authors: Tsakam, Brice;

A two stage optimal transport based system identification method

Abstract

We present a novel system identification method that overcomes the local minima problem yet converges to accurate system parameters. In the first stage, the algorithm minimizes the wasserstein distance by the mean of an optimal transport solver without resorting to a gradient for the wasserstein distance cost. In the second stage, the algorithm achieves fast convergence usingconventional gradient descent methods in the euclidean distance cost.

Keywords

bepress|Engineering|Electrical and Computer Engineering|Signal Processing, engrXiv|Engineering|Electrical and Computer Engineering|Signal Processing, Other Computer Engineering, bepress|Engineering, engrXiv|Engineering|Computer Engineering|Other Computer Engineering, engrXiv|Engineering|Computer Engineering, Electrical and Computer Engineering, engrXiv|Engineering|Operations Research, Systems Engineering and Industrial Engineering, bepress|Engineering|Operations Research, Systems Engineering and Industrial Engineering, bepress|Engineering|Computer Engineering|Other Computer Engineering, Engineering, Operations Research, Systems Engineering and Industrial Engineering, engrXiv|Engineering, bepress|Engineering|Electrical and Computer Engineering, engrXiv|Engineering|Electrical and Computer Engineering, Signal Processing, Computer Engineering, bepress|Engineering|Computer Engineering

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citations
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!
1
Average
Average
Average
hybrid