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Overcoming Challenges for Estimating Virus Spread Dynamics from Data

Vrabac, Damir (author)
KTH,Reglerteknik
Pare, Philip E. (author)
KTH,Reglerteknik
Sandberg, Henrik (author)
KTH,Reglerteknik
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Johansson, Karl H., 1967- (author)
KTH,Reglerteknik
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 (creator_code:org_t)
Institute of Electrical and Electronics Engineers (IEEE), 2020
2020
English.
In: Proceedings of the 2020 54th Annual Conference on Information Sciences and Systems, CISS 2020. - : Institute of Electrical and Electronics Engineers (IEEE).
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • In this paper we investigate estimating the parameters of a discrete time networked virus spread model from time series data. We explore the effect of multiple challenges on the estimation process including system noise, missing data, time-varying network structure, and quantization of the measurements. We also demonstrate how well a heterogeneous model can be captured by homogeneous model parameters. We further illustrate these challenges by employing recent data collected from the ongoing 2019 novel coronavirus (2019-nCoV) outbreak, motivating future work.

Subject headings

NATURVETENSKAP  -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Sciences (hsv//eng)

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Vrabac, Damir
Pare, Philip E.
Sandberg, Henrik
Johansson, Karl ...
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NATURAL SCIENCES
NATURAL SCIENCES
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Royal Institute of Technology

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