Publications (starting from 2006)

[with * are publications  of the project ARISTEIA II (4822)]

Journals

  1. * C. Koutlis, D. Kugiumtzis, "Discrimination of Coupling Structures using Causality Networks from Multivariate Time Series", Chaos, 2016, accepted
  2. * E. Siggiridou, D. Kugiumtzis, "Granger Causality in Multi-variate Time Series using a Time Ordered Restricted Vector Autoregressive Model", IEEE Transactions on Signal Processing, Vol 64(7), pp 1759-1773, 2016
  3. * E. Siggiridou, D. Kugiumtzis and V. K. Kimiskidis, "Correlation Networks for Identifying Changes in Brain Connectivity during Epileptiform Discharges and Transcranial Magnetic Stimulation", Sensors, Vol 14, 12585-12597, doi:10.3390/s140712585, 2014
  4. I. Vlachos, D. Kugiumtzis, "Backward-in-Time Selection of the Order of Dynamic Regression Prediction Model", Journal of Forecasting, Vol 32, No 8, pp 685-701, 2013 [arxiv: 1301.2410]
  5. D. Kugiumtzis, "Direct coupling information measure from non-uniform embedding", Physical Review E, Vol 87, 062918, 2013 [arxiv: 1305.6204]
  6. V. K. Kimiskidis, D. Kugiumtzis, S. Papagiannopoulos, N. Vlaikidis, "Transcranial Magnetic Stimulation (TMS) Modulates Epileptiform Discharges in Patients with Frontal Lobe Epilepsy: a Preliminary EEG–TMS Study", International Journal of Neural Systems, Vol 23, 1250035, 2013
  7. A. Papana, D. Kugiumtzis, P.G. Larsson, "Detection of Direct Causal Effects and Application in the Analysis of Electroencephalograms from Patients with Epilepsy", International Journal of Bifurcation and Chaos, Vol. 22, No. 9, 1250222,2012
  8. A. Tsimpiris, I. Vlachos, D. Kugiumtzis, "Nearest neighbor estimate of conditional mutual information in feature selection", Expert Systems with Applications, Vol 39, pp 12697-12708, DOI: 10.1016/j.eswa.2012.05.014, 2012
  9. A. Tsimpiris, D. Kugiumtzis, "Feature Selection for Classification of Oscillating Time Series", Expert Systems, Vol 29, No 5, pp 456-477, 2012
  10. A. Papana, D. Kugiumtzis, P.G. Larsson, "Reducing the Bias of Causality Measures", Physical Review E, Vol 83, 036207, 2011[arxiv:1101.3532]
  11. I. Vlachos, D. Kugiumtzis, "Non-uniform state space reconstruction and coupling detection", Physical Review E, Vol 82, 016207, 2010 [arxiv:1007.0394]
  12. D. Kugiumtzis and A. Tsimpiris, "Measures of Analysis of Time Series (MATS): A MATLAB Toolkit for Computation of Multiple Measures on Time Series Data Bases", Journal of Statistical Software, Vol. 33, Issue 5, 2010
  13. A. Papana and D. Kugiumtzis, "Evaluation of Mutual Information Estimators for Time Series", International Journal of Bifurcation and Chaos, Vol 19, No 12, pp 4197 - 4215, 2009
  14. D. Kugiumtzis, I. Vlachos, A. Papana and P.G. Larsson, "Assessment of Measures of Scalar Time Series Analysis in Discriminating Preictal States", International Journal of Bioelectromagnetism, Vol 9, No 3, pp 134-145, 2007

Chapters in Books

  1. A. Tsimpiris and D. Kugiumtzis, "EEG features as biomarkers for discrimination of preictal states". In M.P. Pardalos, P. Xanthopoulos, and M. Zervakis, editors, Data Mining for Biomarker Discovery, Vol 65 of Springer Optimization and Its Applications, chapter 3, Springer, 31 – 56, 2012.

Proceedings of International Conferences

  1.  * C. Koutlis and D. Kugiumtzis, "Discriminating dynamic regimes using measures of causality networks from multivariate time series", the 2014 International Symposium on Nonlinear Theory and its Applications (NOLTA 2014), 2014
  2. A. Papana, D. Kugiumtzis, "Rendering Statistical Significance of Information Flow Measures", CHAOS THEORY Modeling, Simulation and Applications, Selected Papers from the 3rd Chaotic Modeling and Simulation International Conference (CHAOS2010), Chania, Crete, pp 289-296, 2010
  3. D. Kugiumtzis, "Entropy-Based Measures of Causality and Application to Epilepsy", Electronic Proceedings of the International Symposium on Nonlinear Theory and Applications (NOLTA2010), Krakow Poland, 2010.
  4. A. Papana, D. Kugiumtzis and P.G. Larsson. "Directed coupling measures for interhemisheric information flow from epileptic EEG". XII Mediterranean Conference on Medical and Biological Engineering and Computing (Medicon 2010), 27-30 May, Porto Carras, Chalkidiki, Greece, 2010.
  5. A. Tsimpiris, D. Kugiumtzis and P.G. Larsson. "Discrimination of epileptic pre-ictal states using feature based clustering on EEG". XII Mediterranean Conference on Medical and Biological Engineering and Computing (Medicon 2010), 27-30 May, Porto Carras, Chalkidiki, Greece, 2010.
  6. I. Vlachos and D. Kugiumtzis, "State Space Reconstruction from Multiple Time Series", Topics on Chaotic Systems, Selected Papers from CHAOS 2008 International Conference, 3-6 June, Chania, Crete, pp. 378–387, World Scientific.
  7. A. Papana and D. Kugiumtzis, "Detection of Directionality of Information Transfer in Nonlinear Dynamical Systems", Topics on Chaotic Systems, Selected Papers from CHAOS 2008 International Conference, 3-6 June, Chania, Crete, pp. 251–264, World Scientific.
  8. D. Kugiumtzis, I. Vlachos, A. Papana and P.G. Larsson, "Assessment of Measures of Scalar Time Series Analysis in Discriminating Preictal States", NEUROMATH Workgroup meeting and Workshop, Rome 2-4 December, 2007.
  9. D. Kugiumtzis, A. Papana, A. Tsimpiris, I. Vlachos and P.G. Larsson, "Time series feature evaluation in discriminating preictal EEG states", Lecture Notes in Computer Science, Vol 4345, pp 298-310, 2006.
  10. A. Tsimpiris and D. Kugiumtzis, "Clustering of Oscillating Dynamical Systems from Time Series Data Bases", Electronic Proceedings of the International Workshop on Knowledge Extraction and Modeling, Capri, Italy, 2006.

Proceedings of National Conferences

  1. E. Siggiridou, D. Kugiumtzis, V. Kimiskidis, "Epileptic discharges and transcranial magnetic stimulation (TMS): detection of differences by correlation estimation in multi-channel electroencephalograms", Proceedings of the 25th Greek Statistical Conference, Volos, Greece, pp 217-226, 2012 (in Greek)
  2. A. Papana, D. Kugiumtzis, "Detection of direct coupling in multivariate systems", Proceedings of the 24th Greek Statistical Conference, Patras, Greece, pp 254-261, 2011 (in Greek)
  3. A. Tsimpiris and D. Kugiumtzis, "Classification of time series with proper feature selection", Proceedings of the 23th Greek Statistical Conference, Veria, Greece, pp 329 - 337, 2010 (in Greek).
  4. I. Vlachos and D. Kugiumtzis, "Detection of change of the dynamic regimes in oscillating time series from oscillating characteristics", Proceedings of the 21th Greek Statistical Conference, Samos, Greece, pp 97 - 106, 2008 (in Greek).
  5. A. Papana and D. Kugiumtzis, "Detection of change of the dynamic regime with information measures", Proceedings of the 21th Greek Statistical Conference, Samos, Greece, pp 249 - 258, 2008 (in Greek)
  6. I. Vlachos and D. Kugiumtzis, "Optimization of prediction in multivariate time series with dynamic regression models",Proceedings of the 20th Greek Statistical Conference, Nicosia, Cyprus, pp 121 - 128, 2007 (in Greek).
  7. A. Papana and D. Kugiumtzis, "Evaluation of histogram-based estimators of mutual information in time series", Proceedings of the 20th Greek Statistical Conference, Nicosia, Cyprus, pp 329 - 336, 2007 (in Greek).
  8. I. Vlachos and D. Kugiumtzis, "Granger causality and prediction of multivariate time series of oscillating features", Proceedings of the 19th Greek Statistical Conference, Kastoria, pp 147 - 154, 2006 (in Greek)
  9. A. Papana and D. Kugiumtzis, "Linear and nonlinear correlation measures of time series for seizure prediction", Proceedings of the 19th Greek Statistical Conference, Kastoria, pp 415 - 423, 2006 (in Greek).