Correlation Networks for Identifying Changes in Brain Connectivity during Epileptiform Discharges and Transcranial Magnetic Stimulation. - Elsa Siggiridou; Dimitris Kugiumtzis; Vasilios K. Kimiskidis (Sensors, 2014)

Causality networks from multivariate time series and application to epilepsy. - Elsa Siggiridou; Christos Koutlis; Alkiviadis Tsimpiris; Vasilios K. Kimiskidis; Dimitris Kugiumtzis (EMBC, 2015)

Granger Causality in Multivariate Time Series Using a Time-Ordered Restricted Vector Autoregressive Model. - Elsa Siggiridou; Dimitris Kugiumtzis (IEEE Trans. Signal Process., 2016)

Evaluation of Granger Causality Measures for Constructing Networks from Multivariate Time Series. - Elsa Siggiridou; Christos Koutlis; Alkiviadis Tsimpiris; Dimitris Kugiumtzis (Entropy, 2019)

Shortcomings of Transfer Entropy and Partial Transfer Entropy: Extending Them to Escape the Curse of Dimensionality. - Angeliki Papana; Ariadni Papana Dagiasis; Elsa Siggiridou (Int. J. Bifurc. Chaos, 2020)

Detecting direct causality in multivariate time series: A comparative study. - Angeliki Papana; Elsa Siggiridou; Dimitris Kugiumtzis (Commun. Nonlinear Sci. Numer. Simul., 2021)

Dimension Reduction of Polynomial Regression Models for the Estimation of Granger Causality in High-Dimensional Time Series. - Elsa Siggiridou; Dimitris Kugiumtzis (IEEE Trans. Signal Process., 2021)

Adaptation of Partial Mutual Information from Mixed Embedding to Discrete-Valued Time Series. - Maria Papapetrou; Elsa Siggiridou; Dimitris Kugiumtzis (Entropy, 2022)