Time Series Feature Evaluation in Discriminating Preictal EEG States. - Dimitris Kugiumtzis; Angeliki Papana; Alkiviadis Tsimpiris; Ioannis Vlachos 001; Pål G. Larsson (ISBMDA, 2006)

Non-uniform state space reconstruction and coupling detection - Ioannis Vlachos 001; Dimitris Kugiumtzis (CoRR, 2010)

Nearest neighbor estimate of conditional mutual information in feature selection. - Alkiviadis Tsimpiris; Ioannis Vlachos 001; Dimitris Kugiumtzis (Expert Syst. Appl., 2012)

Brain dynamics based automated epileptic seizure detection. - Vinay Venkataraman; Ioannis Vlachos 001; Aaron Faith; Balu Krishnan; Kostas Tsakalis; David Treiman; Leon D. Iasemidis (EMBC, 2014)

Dynamical Regularity for Action Analysis. - Vinay Venkataraman; Ioannis Vlachos 001; Pavan K. Turaga (BMVC, 2015)

The Concept of Effective Inflow: Application to Interictal Localization of the Epileptogenic Focus From iEEG. - Ioannis Vlachos 001; Balu Krishnan; David Treiman; Konstantinos Tsakalis; Dimitris Kugiumtzis; Leon D. Iasemidis (IEEE Trans. Biomed. Eng., 2017)

Mutual information in the frequency domain for the study of biological systems. - Rui Liu 006; Ioannis Vlachos 001 (Biomed. Signal Process. Control., 2018)

Multivariate Matching Pursuit Decomposition and Normalized Gabor Entropy for Quantification of Preictal Trends in Epilepsy. - Rui Liu 006; Bharat Karumuri; Joshua Adkinson; Timothy Noah Hutson; Ioannis Vlachos 001; Leon D. Iasemidis (Entropy, 2018)

Detecting Nonlinear Interactions in Complex Systems: Application in Financial Markets. - Akylas Fotiadis; Ioannis Vlachos 001; Dimitris Kugiumtzis (Entropy, 2023)

Causality from phases of high-dimensional nonlinear systems. - Ioannis Vlachos 001; Dimitris Kugiumtzis; Milan Palus (Inf. Sci., 2025)