Ordinal Network Measures - Quantifying Determinism in Data

Michael Small, Michael McCullough, Konstantinos Sakellariou

Research output: Chapter in Book/Conference paperConference paper

3 Citations (Scopus)

Abstract

The ordinal network construction method was proposed at ISCAS2013. Since then a great deal of theoretical and experimental work has developed these methods to the point where they can be applied as a diagnostic tool to understand changing system behaviour from observed time series. We now also have a solid theoretical understanding of what these methods measure and why this is useful. This talk will review the method and demonstrate its application to computation and experimental systems with the aim of detecting changes or bifurcations in the underlying system. We will conclude with applications to biosignal processing for cardiac interbeat interval time series and electroencephalograms.

Original languageEnglish
Title of host publication2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018 - Proceedings
PublisherIEEE, Institute of Electrical and Electronics Engineers
Volume2018-May
ISBN (Electronic)9781538648810
DOIs
Publication statusPublished - 26 Apr 2018
Event2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018 - Firenze Fiera Congress and Exhibition Center, Florence, Italy
Duration: 27 May 201830 May 2018

Conference

Conference2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018
CountryItaly
CityFlorence
Period27/05/1830/05/18

Fingerprint

Time series
Electroencephalography
Processing

Cite this

Small, M., McCullough, M., & Sakellariou, K. (2018). Ordinal Network Measures - Quantifying Determinism in Data. In 2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018 - Proceedings (Vol. 2018-May). [8351743] IEEE, Institute of Electrical and Electronics Engineers. https://doi.org/10.1109/ISCAS.2018.8351743
Small, Michael ; McCullough, Michael ; Sakellariou, Konstantinos. / Ordinal Network Measures - Quantifying Determinism in Data. 2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018 - Proceedings. Vol. 2018-May IEEE, Institute of Electrical and Electronics Engineers, 2018.
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Small, M, McCullough, M & Sakellariou, K 2018, Ordinal Network Measures - Quantifying Determinism in Data. in 2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018 - Proceedings. vol. 2018-May, 8351743, IEEE, Institute of Electrical and Electronics Engineers, 2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018, Florence, Italy, 27/05/18. https://doi.org/10.1109/ISCAS.2018.8351743

Ordinal Network Measures - Quantifying Determinism in Data. / Small, Michael; McCullough, Michael; Sakellariou, Konstantinos.

2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018 - Proceedings. Vol. 2018-May IEEE, Institute of Electrical and Electronics Engineers, 2018. 8351743.

Research output: Chapter in Book/Conference paperConference paper

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Small M, McCullough M, Sakellariou K. Ordinal Network Measures - Quantifying Determinism in Data. In 2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018 - Proceedings. Vol. 2018-May. IEEE, Institute of Electrical and Electronics Engineers. 2018. 8351743 https://doi.org/10.1109/ISCAS.2018.8351743