Elsa Siggiridou

Publication Activity (10 Years)

Years Active: 2014-2022
Publications (10 Years): 7

Top Topics

Brain Connectivity

Multivariate Time Series

Categorical Data

Granger Causality

Top Venues

IEEE Trans. Signal Process.

Publications

Maria Papapetrou, Elsa Siggiridou, Dimitris Kugiumtzis
Adaptation of Partial Mutual Information from Mixed Embedding to Discrete-Valued Time Series. Entropy 24 (11) (2022)
Elsa Siggiridou, Dimitris Kugiumtzis
Dimension Reduction of Polynomial Regression Models for the Estimation of Granger Causality in High-Dimensional Time Series. IEEE Trans. Signal Process. 69 (2021)
Angeliki Papana, Elsa Siggiridou, Dimitris Kugiumtzis
Detecting direct causality in multivariate time series: A comparative study. Commun. Nonlinear Sci. Numer. Simul. 99 (2021)
Angeliki Papana, Ariadni Papana Dagiasis, Elsa Siggiridou
Shortcomings of Transfer Entropy and Partial Transfer Entropy: Extending Them to Escape the Curse of Dimensionality. Int. J. Bifurc. Chaos 30 (16) (2020)
Elsa Siggiridou, Christos Koutlis, Alkiviadis Tsimpiris, Dimitris Kugiumtzis
Evaluation of Granger causality measures for constructing networks from multivariate time series. CoRR (2019)
Elsa Siggiridou, Christos Koutlis, Alkiviadis Tsimpiris, Dimitris Kugiumtzis
Evaluation of Granger Causality Measures for Constructing Networks from Multivariate Time Series. Entropy 21 (11) (2019)
Elsa Siggiridou, Dimitris Kugiumtzis
Granger Causality in Multivariate Time Series Using a Time-Ordered Restricted Vector Autoregressive Model. IEEE Trans. Signal Process. 64 (7) (2016)
Elsa Siggiridou, Christos Koutlis, Alkiviadis Tsimpiris, Vasilios K. Kimiskidis, Dimitris Kugiumtzis
Causality networks from multivariate time series and application to epilepsy. EMBC (2015)
Elsa Siggiridou, Dimitris Kugiumtzis, Vasilios K. Kimiskidis
Correlation Networks for Identifying Changes in Brain Connectivity during Epileptiform Discharges and Transcranial Magnetic Stimulation. Sensors 14 (7) (2014)