Publications
Journals
- A. Fotiadis, I. Vlachos, D. Kugiumtzis, "The
causality measure of partial mutual information from mixed embedding (PMIME)
revisited",
Chaos, Vol 34, 033113, 2024
-
D. Vasilaki, M. Sidira, Y.
Kirmanidou, G. Vagropoulou, D. Kugiumtzis, A. Pissiotis, S. Kiliaridis, K.
Michalakis,
"Perception
of Dental and Smile Esthetics by Orthodontists and Prosthodontists: A Pilot
Study " International Journal of Prosthodontics, doi: 10.11607/ijp.8475,
2024
- A. Fotiadis, D. Kugiumtzis, "Information-based
estimation of causality networks from high-dimensional multivariate time
series",
Journal of Complex Networks, Vol 11(3), cnad015, 2023
- A. Evangelidis,
D. Kugiumtzis,
"Adaptive
Decomposition of Multicomponent Signals and Estimation of Phase
Synchronization",
IEEE Transactions on Signal
Processing, Vol 71, pp 1586-1598, 2023
- C. Barà, L. Sparacino, R. Pernice, Y.
Antonacci, A. Porta, D. Kugiumtzis,
L. Faes, "Comparison of discretization strategies for the model-free
information-theoretic assessment of short-term physiological interactions",
Chaos, Vol 33, 033127, 2023
- A. Fotiadis, I. Vlachos,
D. Kugiumtzis, "Detecting
Nonlinear Interactions in Complex Systems: Application in Financial Markets",
Entropy, 25(2), 370, 2023
- K. Pastiadis, I. Vlachos, E.
Chatzikyriakou, Y. Roth, S. Zibman, A. Zangen,
D. Kugiumtzis, V. K. Kimiskidis, "Auditory
Fine-Tuned Suppressor of TMS-clicks (TMS-click AFTS): a novel, perceptually
driven/tuned approach for the reduction of AEP artifacts in TMS-EEG studies", Applied Sciences,
Vol 13(2), ArtNo 1047, 2023.
- M. Papapetrou, E. Siggiridou, D. Kugiumtzis,
Adaptation of Partial Mutual Information from Mixed Embedding to
Discrete-Valued Time Series, Entropy, Vol 24, art no 1505, 2022
- A. Papana,
C.
Kyrtsou,
D.
Kugiumtzis,
C.
Cees,
Identification of causal relationships in non-stationary time series with an
information measure: Evidence for simulated and financial data.
Empirical Economics, pp. 1-22, 2022
- I. Vlachos, M. Tzirini, E.
Chatzikyriakou, J. Markakis, M. A. Rouni, Th. Samaras, Y. Roth, A. Zangen,
A. Rotenberg, D. Kugiumtzis, V. K. Kimiskidis, "The
relation between induced electric field and TMS-Evoked Potentials: a deep
TMS-EEG study", Applied Sciences, Vol 12,
ArtNo 7437, 2022.
- I. Vlachos,
D. Kugiumtzis, M.
Paluš, "Phase-based
ausality analysis with partial mutual information from mixed embedding",
Chaos, Vol.32 (5), Art No 053111, 2022
- J.C. Hernandez-Pavon, D.
Kugiumtzis, C. Zrenner, V.K. Kimiskidis, J. Metsoma, "Removing
artifacts from TMS-evoked EEG: A methods review and a unifying theoretical
framework", Journal of Neuroscience Methods,
Art No 109591, 2022.
- I. Vlachos,
D. Kugiumtzis, D.
Tsalikakis, V. K. Kimiskidis, "TMS-induced brain connectivity modulation in
Genetic Generalized Epilepsy", Clinical Neurophysiology, Vol 133,
oo 83-93, 2022
- A. Papana, E. Siggiridou,
D.
Kugiumtzis, "Detecting
direct causality in multivariate time series: A comparative study",
Communications in Nonlinear Science and Numerical Simulation, Vol 99,
105797, 2021
- E. Siggiridou,
D. Kugiumtzis, "Dimension
Reduction of Polynomial Regression Models for the
Estimation of Granger Causality in High-Dimensional
Time Series", IEEE Transactions on Signal Processing,
Vol 69, pp 5638 - 5650, 2021
- C.
Koutlis, V. K. Kimiskidis, D. Kugiumtzis, "Comparison
of Causality Network Estimation in the Sensor and Source Space: Simulation
and Application on EEG", Frontiers in Network Physiology, Vol 1, 2021
- D. Chorozoglou,
D. Kugiumtzis, E.
Papadimitriou, "Investigation of the correlation of successive earthquakes
preceding main shocks in the Greek territory", Journal of Applied
Statistics, accepted, 2021
-
C.
Koutlis D. Kugiumtzis, "The
Effect of a Hidden Source on the Estimation of Connectivity Networks from
Multivariate Time Series". Entropy Vol 23, 208, 2021
-
A. Tsouknidas, E. Karaoglani, N. Michailidis, D. Kugiumtzis,
A. Pissiotis, K. Michalakis, "Influence
of Preparation Depth and Design on Stress Distribution in Maxillary Central
Incisors Restored with Ceramic Veneers: A 3D Finite Element Analysis",
Journal Of Prosthodontics-Implant Esthetic And Reconstructive Dentistry, Vol
9(2): 151-160, 2020
-
I. Lazarou, K. Georgiadis, S.
Nikolopoulos, V. P. Oikonomou, A. Tsolaki, I. Kompatsiaris, M. Tsolaki,
D. Kugiumtzis,
"A
Novel Connectome-based Electrophysiological Study of Subjective Cognitive
Decline Related to Alzheimer’s Disease by Using Resting-state High-density
EEG EGI GES 300", Brain Sciences, Vol 10,
art no 392, 2020
-
M. Papapetrou,
D. Kugiumtzis,
"Tsallis
conditional mutual information in investigating long range correlation in
symbol sequences", Physica A, Vol 540: 123016, 2020
-
E. Siggiridou, Ch.
Koutlis, A.
Tsimpiris,
D. Kugiumtzis,
"Evaluation
of Granger Causality Measures for Constructing Networks from Multivariate
Time Series", Entropy, Vol 21 (11): 1080,
2019
-
P. Vafidis, V.K. Kimiskidis,
D. Kugiumtzis,
"Evaluation
of algorithms for correction of transcranial magnetic stimulation-induced
artifacts in electroencephalograms", Medical
& Biological Engineering & Computing, pp 1-17, 2019
-
C. Kyrtsou, D. Kugiumtzis, A. Papana, "Further
Insights on the Relationship Between SP500, VIX and Volume: a New Asymmetric
Causality Test", The European Journal of
Finance, Vol 25(15): pp 1402-1419, 2019
-
S. Tremblay, N. C. Rogasch, I. Premoli, D. M.
Blumberger, S. Casarotto, R. Chen, V. Di Lazzaro, F. Farzan, F. Ferrarelli,
P. B. Fitzgerald, J. Hui, R. J. Ilmoniemi, V. K. Kimiskidis, D.
Kugiumtzis, P. Lioumis, A. Pascual-Leone, M. Concetta Pellicciari,
T. Rajji, G. Thut, R. Zomorrodi, U. Ziemann, Z. J. Daskalakis, "Clinical
utility and prospective of TMS–EEG", Clinical Neurophysiology, Vol 130,
pp 802-844, 2019
-
D.Chorozoglou, E.Papadimitriou,
D.Kugiumtzis, "Investigating
small-world and scale-free structure of earthquake networks in Greece",
Chaos, Solitons & Fractals,
Vol 122, pp 143-152, 2019
-
Ch. Koutlis,
V. K. Kimiskidis, D. Kugiumtzis, "Identification of Hidden
Sources by Estimating Instantaneous Causality in High-Dimensional Biomedical
Time Series", International Journal of
Neural Systems, Vol 29(4), 1850051, 2019.
-
R. Grigoriou, T. Nikodelis,
D. Kugiumtzis,
I. Kollias, "Classification
Methods Can Identify External Constrains in Swimming",
Journal of Biomechanics, Vol 82(3), pp 381-386, 2018
-
D. Chorozoglou,
D. Kugiumtzis, "Testing
the randomness of correlation networks from multivariate time series",
Journal of Complex Networks, cny020, 2018
-
I. Xygonakis, A. Athanasiou, N. Pandria,
D. Kugiumtzis,
P.D. Bamidis, "Decoding
Motor Imagery through Common Spatial Pattern Filters at the EEG Source Space",
Computational Intelligence and Neuroscience, Vol 2018, Article ID 7957408
- D. Chorozoglou,
D. Kugiumtzis, E. Papadimitriou,
"Testing
the structure of earthquake networks from multivariate time series of
successive main shocks in Greece", Physica A, Vol 499, pp 28-39, 2018
- A. Papana, C. Kyrtsou, D. Kugiumtzis,
C. Diks, "Assessment of Resampling Methods for Causality Testing: A note on
the US Inflation Behavior", PLOSOne, 12(7): e0180852, 2017
- E. Siggiridou, V.K. Kimiskidis,
D. Kugiumtzis,
"Dimension
Reduction of Frequency-Based Direct Granger Causality Measures on Short Time
Series", Journal of Neuroscience Methods,
Vol 289, pp 64-74, 2017
-
D. Kugiumtzis,
Ch.
Koutlis,
A. Tsimpiris,
V. K. Kimiskidis,
"Dynamics
of Epileptiform Discharges Induced by Transcranial Magnetic Stimulation in
Genetic Generalized Epilepsy",
International Journal of
Neural Systems, Vol 27(7), 1750037, 2017.
- D. Chorozoglou,
D. Kugiumtzis, E. Papadimitriou, "Application
of complex network theory to the recent foreshock sequences of Methoni
(2008) and Kefalonia (2014) in Greece", Acta
Geophysica, Vol 65, pp 543-553, 2017
- A. Papana, C. Kyrtsou,
D. Kugiumtzis, C.
Diks, "Financial
networks based on Granger causality: A case study",
Physica A: Statistical Mechanics and its Applications, Vol 482, pp 65-73,
2017
- Vlachos, B. Krishnan, D.M. Treiman, K. Tsakalis,
D. Kugiumtzis,
L. D. Iasemidis, "The
Concept of Effective Inflow: Application to Interictal Localization of the
Epileptogenic Focus from iEEG", IEEE
Transactions on Biomedical Engineering, vol.PP, no.99, pp.1-1 doi:
10.1109/TBME.2016.2633200, 2017
- V.K. Kimiskidis, A. Tsimpiris, P. Ryvlinc, R. Kalviainen, M. Koutroumanidis,
A. Valentin, N. Laskaris, D. Kugiumtzis, "TMS combined with
EEG in Genetic Generalized Epilepsy: A phase II diagnostic accuracy study",
Clinical Neurophysiology, Vol 128(2), pp 367–381, 2017 [See
Editorial, pages 365–366].
- C. Koutlis,
D. Kugiumtzis, "Discrimination of Coupling
Structures using Causality Networks from Multivariate Time Series", Chaos,
26, 093120,
2016.
-
A. Tsaira, P. Karagiannidis,
M. Sidira,
S. Kassavetis,
D. Kugiumtzis,
S. Logothetidis,
O. Naka, A. L. Pissiotis,
K. Michalakis,
"Theoretical Considerations and a Mathematical Model
for the Analysis of the Biomechanical Response of Human Keratinized Oral
Mucosa", Frontiers in Physiology,
Vol 7, Article No 364, 2016
- G. Koufos, L. de
Bonis, D. Kugiumtzis, “New material of the
hominoid Ouranopithecus
macedoniensis from the Late Miocene of
Axios valley
(Macedonia, Greece) with some remarks on its sexual dimorphism”, Folia
Primatologica,
Vol 87, pp 94-122, 2016
- 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
-
A. Papana, C. Kyrtsou,
D. Kugiumtzis, C. Diks, "Detecting
causality in non-stationary time series using Partial Symbolic Transfer
Entropy: Evidence in financial
data", Computational Economics, Vol 47(3),
pp 341-365,
2016
- M. Papapetrou,
D. Kugiumtzis,
"Markov chain order estimation with parametric significance tests of
conditional mutual information",
Simulation Modelling
Practice and Theory, Vol 61, pp 1-13, 2015 [arXiv:1511.02339]
- V. Papaliagkas, Z. Kouvatsou, E. Masoura, C. Koutlis,
E. Siggiridou, M. Karagianni, G. Zafeiridou, M-H. Kosmidis, G. Kioseoglou,
D. Kugiumtzis,
V.K. Kimiskidis, "Correlating cognitive status with electrophysiological
brain networks: an exploratory study in patients with Multiple Sclerosis",
Hellenic Journal of Nuclear Medicine, Vol 18, pp 46-50, 2015.
- G. Papadopoulos,
D. Kugiumtzis, "Estimation
of connectivity measures in gappy time series", Physica A,
Vol 346, pp 387-398,
2015 [arXiv:1505.00003]
- V. K. Kimiskidis,
Ch.
Koutlis,
A. Tsimpiris,
Reetta Kälviäinen, P. Ryvlin,
D. Kugiumtzis,
"Transcranial
Magnetic Stimulation Combined with EEG
Reveals
Covert States of Elevated Excitability
in the
Human Epileptic Brain",
International Journal of
Neural Systems, Vol 25(5), 1550018, 2015.
- D. Kugiumtzis, V. K. Kimiskidis, "Direct
causal networks for the study of transcranial magnetic stimulation effects
on focal epileptiform discharges", International Journal of Neural
Systems, Vol 25, 1550006,
2015.
- A. Tsouknidas,
E. Lympoudi, K. Michalakis, D. Giannopoulos, N. Michailidis, A. Pissiotis,
D. Fytanidis, D. Kugiumtzis, "Influence
of Alveolar Bone Loss and Different Alloys on the Biomechanical Behavior of
Internal-and External-Connection Implants: A Three-Dimensional Finite
Element Analysis",
The
International Journal of Oral & Maxillofacial Implants, Vol 30(3),
e30-e42, 2015
- L. Faes,
D.
Kugiumtzis, G.
Nollo, F.
Jurysta, D.
Marinazzo,
"Estimating
the decomposition of predictive information in multivariate systems",
Physical Review E, Vol 91(3), 032904, 2015
- M. Papapetrou and
D. Kugiumtzis, "Investigating
long range correlation in DNA sequences using significance tests of
conditional mutual information",
Computational Biology and Chemistry,
Vol 53A, pp 32-42, 2014
- 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
-
P.
E. Tsinaslanidis, D. Kugiumtzis,
"A Prediction Scheme Using
Perceptually Important Points and Dynamic Time Warping",
Expert Systems with
Applications, Vol 41, No 15, 6848-6860, 2014
- D. Kugiumtzis, E. Bora-Senta,
"Simulation
of Multivariate Non-Gaussian Autoregressive Time Series with Given
Autocovariance and Marginals",
Simulation
Modelling Practice and Theory, Vol 44, 42–53, 2014 [arxiv:
1403.3231]
- 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]
- A. Papana, C. Kyrtsou,
D. Kugiumtzis, C.
Diks, "Simulation Study of Direct Causality Measures in Multivariate Time
Series",
Entropy,
15(7), 2635-2661, 2013.
- D.
Kugiumtzis, "Partial Transfer Entropy on Rank Vectors",
The European Physical Journal Special Topics, Vol 222, No 2, pp 401-420, 2013 [arxiv:
1303.6454]
- D.
Kugiumtzis, "Direct coupling information measure from
non-uniform embedding",
Physical Review E, Vol 87, 062918, 2013 [arxiv:
1305.6204]
[the algorithm in matlab]
- 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
- M. Papapetrou,
D. Kugiumtzis, "Markov
chain order estimation with conditional mutual information",
Physica
A, Vol 392, 1593–1601, 2013 [arxiv:
1301.0148]
- 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
- D. Kugiumtzis
"Transfer
Entropy on Rank Vectors", Journal of Nonlinear Systems and
Applications, Vol 3, No 2, pp 73-81, 2012 [arxiv:1007.0394]
-
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
-
A. Tsimpiris,
D. Kugiumtzis, "Feature
Selection for Classification of Oscillating Time Series", Expert
Systems, Vol 29, No 5, pp 456-477, 2012
- N. Kouvaris,
D. Kugiumtzis, A. Provata,
"Species mobility induces synchronization in chaotic population dynamics",
Physical Review E,
Vol 84, 036211, 2011
- J.M. Halley and
D.Kugiumtzis, "Nonparametric
testing of variability and trend in some climatic records",
Climatic Change,
Vol 109, Νο 3-4, pp
549-568, 2011
- Τ. Vafeiadis, Ε. Bora-Senta,
D.
Kugiumtzis, "Estimation
of linear trend onset in time series",
Simulation Modelling Practice and Theory, Vol 19, No 5, pp 1384-1398, 2011
- A. Papana, D. Kugiumtzis,
P.G. Larsson, "Reducing
the Bias of Causality Measures", Physical Review E,
Vol 83, 036207, 2011
[arxiv:1101.3532]
- D. Kugiumtzis, E. Bora-Senta, "Gaussian
Analysis of Non-Gaussian Time Series", Brussels Economic Review,
Vol 53, No 2, pp 295-322, 2010.
- I. Vlachos,
D.
Kugiumtzis, "Non-uniform
state space reconstruction and coupling detection",
Physical Review E, Vol 82, 016207, 2010 [arxiv:1007.0394]
- D. Kugiumtzis
and E. Bora-Senta, "Normal
correlation coefficient of non-normal variables using piece-wise linear
approximation", Computational Statistics, Vol 25, No 4, 645-662,
DOI: 10.1007/s00180-010-0195-3, 2010
- 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
- N. Kouvaris, A. Provata and
D. Kugiumtzis,
"Detecting
synchronization in coupled stochastic ecosystem networks",
Physica A, Vol 374, No 4, pp 507 - 515, 2010
- 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
- D. Kugiumtzis,
"Local
Prediction of Turning Points of Oscillating Time Series",
Physical
Review E, Vol 78, 036206, 2008 [arXiv:0808.0830].
- A. Papana,
D.
Kugiumtzis, "Evaluation
of mutual information estimators on nonlinear dynamic systems", Nonlinear Phenomena in Complex Systems, Vol 11, No 2, pp 225-232, 2008.
[arXiv:0809.2149v1]
- I. Vlachos,
D.
Kugiumtzis, "State
Space Reconstruction for Multivariate Time Series Prediction", Nonlinear Phenomena in Complex Systems, Vol 11, No 2, pp 241-249, 2008.
[arXiv:0809.2220v1]
- D. Kugiumtzis, "Evaluation
of Surrogate and Bootstrap Tests for Nonlinearity in Time Series",
Studies in Nonlinear Dynamics & Econometrics, Vol 12, No 1, Art No 4,
2008.
- T. Vafeiadis, E.
Bora-Senta and D. Kugiumtzis, "Evaluation
of Linear Trend
Tests Using
Resampling Techniques",
Communications in Statistics - Simulation and Computation, Vol 37, pp
1-17, 2008.
- 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
- D. Kugiumtzis and A. Provata, “Statistical
analysis of Gene and Intergenic DNA Sequences”, Physica A, Vol
342, No 3-4, pp 623 -638, 2004 [arXiv:q-bio/0404024]
- D. Kugiumtzis, A. Kehagias, E. C.
Aifantis, and H. Neuhäuser, “Statistical
analysis of the extreme values of stress time series from the Portevin–Le
Châtelier effect”, Physical Review E, Vol 70, No 3, 036110, 2004
- D. Kugiumtzis and C. Aifantis, “Statistical
analysis for long term correlations in the stress time series of jerky flow”,
Journal of Mechanical Behaviour of Materials, Vol 15, No 3, pp
135-147, 2004 [arXiv:physics/0405097]
- D. Kugiumtzis, "Statically
Transformed Autoregressive Process and Surrogate Data Test for Nonlinearity",
Physical Review E, Vol 66, 025201, 2002 [arXiv:nlin/0110025]
[The
algorithm in matlab]
- D. Kugiumtzis,
"On
the Reliability of the Surrogate Data Test for Nonlinearity in the Analysis
of Noisy Time Series", International Journal of Bifurcation and Chaos,
Vol. 11, No. 7, pp 1881-1896, 2001.
-
D. Kugiumtzis,
"Surrogate Data Test
for Nonlinearity Including Non-monotonic Transforms", Physical Review
E, Vol 62, No 1, pp 25 - 28, 2000.
[The
algorithm in matlab]
-
D. Kugiumtzis,
"Test Your
Surrogate Data before You Test for Nonlinearity", Physical Review E,
Vol 60, No 3, pp 2808 - 2816, 1999 [arXiv:physics/9905021]
- G. P. Pavlos, M. A.
Athanasiu, D. Kugiumtzis, N. Hantzigeorgiu, A. G. Rigas, and E. T.
Sarris, "Nonlinear
analysis of Magnetospheric data. P. I. Geometric characteristics of the AE
index time series and comparison with nonlinear surrogate data", Nonlinear Processes in Geophysics, Vol 6, pp 51 - 65, 1999.
- G. P. Pavlos,
D.
Kugiumtzis, M. A. Athanasiu, N. Hantzigeorgiu, D. Diamantidis, and E. T.
Sarris, "Nonlinear
analysis of Magnetospheric data. P. II. Dynamical characteristics of the AE
index time series and comparison with nonlinear surrogate data", Nonlinear Processes in Geophysics, Vol 6, pp 79 - 98, 1999.
-
D. Kugiumtzis,
O. C. Lingjζrde, and N. Christophersen, "Regularized
Local Linear Prediction of Chaotic Time Series", Physica D, Vol
112, pp 344 - 360, 1998.
-
D. Kugiumtzis,
"Correction
of the Correlation Dimension for Noisy Time Series", International
Journal of Bifurcation and Chaos, Vol 7, No 6, pp 1283 - 1294, 1997.
-
D. Kugiumtzis,
"Assessing
Different Norms in Non-linear Analysis of Noisy Time Series", Physica
D, Vol 105, pp 62 - 78, 1997.
- T. Aasen,
D.
Kugiumtzis, and S.H.G. Nordahl, "Procedure
for Estimating the Correlation Dimension of Optokinetic Nystagmus Signals",
Computers and Biomedical Research, Vol 30, pp 95 - 116, 1997.
-
D. Kugiumtzis,
"State
Space Reconstruction Parameters in the Analysis of Chaotic Time Series - the
Role of the Time Window Length", Physica D, Vol 95, pp 13-28,
1996. [arXiv:comp-gas/9602002]
-
D. Kugiumtzis,
B. Lillekjendlie and N. Christophersen, "Chaotic
time series - Part I: Estimation of some invariant properties in state space",
Modeling, Identification and Control, Vol 15, No 4, pp 205-224, 1994.
[arXiv:chao-dyn/9401004]
- B. Lillekjendlie,
D. Kugiumtzis and N. Christophersen, "Chaotic
time series - Part II: System identification and prediction", Modeling, Identification and Control, Vol 15, No 4, pp 225-243, 1994. [arXiv:chao-dyn/9401003]
-
D. Kugiumtzis
and B. Lillekjendlie, "Estimation
models for kinematic calibration and manipulators with a parallel structure",
Journal of Robotics Research, Vol 11, No 5, pp 399-410, 1994.
Chapters in Books
- 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.
- D. Kugiumtzis, "State
Space Local Linear Prediction", in "Modelling and Forecasting Financial
Data, Techniques of Nonlinear Dynamics", edited by A. Soofi and L. Cao,
Kluwer Academic Publishers, 2002, Chp 4, pp 95 - 113.
- D. Kugiumtzis, "Surrogate
Data Test on Time Series", in "Modelling and Forecasting Financial Data,
Techniques of Nonlinear Dynamics", edited by A. Soofi and L. Cao, Kluwer
Academic Publishers, 2002, Chp 12, pp 267 - 282.
Proceedings of International
Conferences
-
E.
Siggiridou, Ch.
Koutlis, A.
Tsimpiris, V.K.
Kimiskidis and D.
Kugiumtzis,
“Causality networks from multivariate time series and application to
epilepsy”, in Engineering in Medicine and Biology Society (EMBC),
2015 37th Annual International Conference of the IEEE, pp. 4041-4044,
25-29 Aug. 2015.
- A. Papana, C. Kyrtsou, D.
Kugiumtzis and C. Diks.
Comparison of resampling techniques for non-causality hypothesis. Topics
in Statistical Simulation: Research papers from the 7th International
Workshop on Statistical Simulation (Springer Proceedings in Mathematics and
Simulations), Vol. 114, p.419-430, 2014.
- A. Papana,
D. Kugiumtzis, C. Kyrtsou, "A
Nonparametric Causality
Τest: Detection of Direct Causal
Effects in Multivariate
Systems
Using Corrected Partial Transfer Entropy", Topics in NonParametric Statistics, eds M.
Akritas, S. N. Lahiri, D. Politis, Springer Proceedings
in Mathematics and Statistics, Vol. 74, pp 197-206, 2014.
- C. Koutlis and
D. Kugiumtzis, "Discriminating
dynamic regimes using measures of causality networks from multivariate time
series", 2014 International Symposium on Nonlinear
Theory and its Applications (NOLTA 2014), Luzern, 225-228, 2014
- D. Chorozoglou and
D. Kugiumtzis, "Testing
the randomness of causality networks from multivariate time series",
2014 International Symposium on Nonlinear Theory and its
Applications (NOLTA 2014), Luzern, 229-232, 2014
- P. Laiou, R. G.
Andrzejak, D. Kugiumtzis, "Evaluation
of Causality Measures Based on Non-Uniform Embedding Schemes with
Application to the Cardiovascular System",
Proceedings of the
8th Conference of the
European Study Group on Cardiovascular Oscillations, ESGCO 2014,
Art No 6847601, pp 225-226, 2014
- A. Montalto, D. Marinazzo, D. Kugiumtzis,
G. Nollo, L. Faes, "Comparing
model-free and model-based transfer entropy estimators in cardiovascular
variability", Computing in Cardiology Conference (CinC),
pp.747-750, 2013
- A.Tsimpiris, D. Kugiumtzis, A. Drosou,
C. Ilioudis, G. Pangalos, D. Tzovaras, "Geometrical
facial feature selection for person identification", Information
Fusion (FUSION), 2013 16th International Conference on, pp.730-735, 2013
- A. Drosou, A. Tsimpiris, D. Kugiumtzis,
N. Porfyriou, D. Ioannidis and D. Tzovaras, "Dimensionality
reduction for enhanced 3D face recognition," Information, Intelligence,
Systems and Applications (IISA), 2013 Fourth International Conference on, pp.1-8, 2013
- 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
- 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.
- 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.
- 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.
- D. Kugiumtzis, "Improvement
of symbolic transfer entropy", Electronic Proceedings of The
3rd International Conference on Complex Systems and Applications, Le Havre,
France, June 29 – July 2, 2009
- 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.
- 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.
- D. Kugiumtzis, and
I. Vlachos, "Turning Point Prediction of Oscillating Time Series using Local
Dynamic Regression Models", Electronic Proceedings of the International
Symposium on Nonlinear Theory and Applications (NOLTA2008), Budapest, 2008.
[arXiv:0809.2229v1]
- 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.
- 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.
- 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.
- D. Kugiumtzis, E. Bora-Senta,
"Gaussian Modelling of Non-Gaussian Time Series", Proceedings of the 18th
International Workshop on Statistical Modelling, Leuven, Belgium, July 7 –
11, 2003, Edited by G. Verbeke, G. Molenberghs, M. Aerts, S. Fieuws,
Katholieke Universiteit Leuven, 2003, pp 239 - 243.
- D. Kugiumtzis, "Surrrogate Data Test
for Nonlinearity: A New Approach", Attractors, Signals and Synergetics,
Proceedings of the 1st European Interdisciplinary School on Nonlinear
Dynamics for System and Signal Analysis, EUROATTRACTOR 2000, Warsaw, June 6
- 15, 2000, Edited by W. Klonowski, Pabst Science Publishers, 2002, pp
326 - 337.
- D. Kugiumtzis, "Complications
in Applying the Method of Surrogate Data to EEG", Proceedings of the
1999 Workshop ''Chaos in Brain?'', World Scientific, Singapore, pp 230 -
233, 2000.
- D. Kugiumtzis, and P. G. Larsson, "Linear
and Nonlinear Analysis of EEG for the Prediction of Epileptic Seizures",
Proceedings of the 1999 Workshop ''Chaos in Brain?'', World
Scientific, Singapore, pp 329 - 333, 2000.
Proceedings of National
Conferences
-
D. Chorozoglou, D. Kugiumtzis, E. Papadimitriou, "Seismic
Hazard Assessment of Earthquakes in Greece using Directed Earthquake
Networks", Proceedings of the
29th Panhellenic Statistics Conference, pp.283-298, 2017
-
D. Chorozoglou, D. Kugiumtzis, E. Papadimitriou and G.
Tsaklidis , “Ranking
of seismic zones in Greece using measures of networks formed from earthquake
historical data”, EGE2016: Proceedings of the 14th International
Congress of the Geological Society of Greece, Thessaloniki, Greece, pp
1299-1308, 2016.
-
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)
-
S. Euaggelopoulou, P. Biskas,
D. Kugiumtzis, "Granger
causality test for seasonal multi-variate time series and application to the
electricity market of Italy",
Proceedings of the
25th Greek Statistical Conference,
Volos, Greece,
pp 73-83, 2012 (in Greek)
-
P. Damos,
D. Kugiumtzis, "Autoregressive
stochastic prediction models for insect populations",
Proceedings of the
25th Greek Statistical Conference,
Volos, Greece,
pp 44-53, 2012 (in Greek)
-
M.
Papapetrou, D. Kugiumtzis, "Markov
chain order estimation with conditional mutual information",
Proceedings of the
24th Greek Statistical Conference,
Patras, Greece,
pp 262-270, 2011 (in Greek)
-
E. Siggiridou,
D. Kugiumtzis, E. Bora-Senta, "Investigation
of statistical significance of correlation between time series for the
construction of networks",
Proceedings of the
24th Greek Statistical Conference,
Patras, pp 329-337, Greece,
2011 (in Greek)
-
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)
-
Th. Vafeiadis,
E. Bora-Senta
and
D. Kugiumtzis, "Detection
of the number of linear trend change points and their location in time
series", Proceedings of the
23th Greek Statistical Conference, Veria, Greece, pp
68 - 76,
2010 (in Greek).
- 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).
- Th. Vafeiadis,
E. Bora-Senta
and
D. Kugiumtzis, "Estimation
trend onset point in time series",
Proceedings of the
22th Greek Statistical Conference,
Chania, Greece, pp 55 - 64,
2009 (in Greek).
- M. Papapetrou, G. Tsaklidis,
D. Kugiumtzis, "Long
range correlation in binary Markov chains and in the DNA sequence",
Proceedings of the
22th Greek Statistical Conference,
Chania, Greece, pp 157 - 166,
2009 (in Greek).
- 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).
- 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)
- 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).
- 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).
- Th. Vafeiadis,
E. Bora-Senta
and
D. Kugiumtzis,
"Detection
of turning point of trend in time series",
Proceedings of the
20th Greek Statistical Conference,
Nicosia, Cyprus, pp 113 -
120, 2007
(in Greek).
- D. Kugiumtzis and E. Bora-Senta,
"Randomization
test for system identification on non-Gaussian time series",
Proceedings of the 19th Greek Statistical
Conference, Kastoria, pp 249 -
256, 2006 (in Greek).
- 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)
- 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).
- D. Kugiumtzis and E. Bora-Senta,
"'Gaussian'
Correlation Coefficient of non-Gaussian Variables",
Proceedings of the 18th Greek Statistical
Conference, Rhodes, pp 191 - 200, 2005 (in Greek).
- A. Papana and D. Kugiumtzis,
"Cumulative
Mutual Information Function as a Statistic for the Test for Nonlinearity on
Time Series",
Proceedings of
the 18th Greek Statistical Conference, Rhodes, pp 315 - 325, 2005 (in Greek).
- D. Kugiumtzis,
"Nonlinear Analysis of Time Series", Proceedings of the 18th Summer School
and Greek Conference on Nonlinear Science and Complexity, Volos, pp 319 -
342, 2005 (in Greek).
- D. Kugiumtzis and E. Bora-Senta,
"Correlation of Non-Gaussian Variables: Application to Marketing Indices",
Proceedings of Scientific Congress on Technologies and Marketing, Ierapetra
Crete, 19 – 20 May 2005, pp 202 – 210, 2005.
- D. Kugiumtzis and E. Bora-Senta, "Linear
Modeling of Non-Gaussian Time Series by Transformation to Gaussian",
Proceedings of the 17th Greek Statistical Conference, Lefkada, pp 243 - 250,
2004 (in Greek).
- D. Kugiumtzis and Ath. Kehagias,
"Bounded Random Walk of Alternating Direction: a Model for Oscillating Time
Series", Proceedings of the 16th Greek Statistical Conference, Kavala, 30
April – 3 May, pp 271, 2003 (in Greek).
- D. Kugiumtzis, "Nonlinearity Test
with Surrogate Data", Proceedings of the 15th Greek Statistical Conference,
Ioannina, 8 – 11 May, pp 363, 2002 (in Greek).
- D. Kugiumtzis, E. Aifantis, "Time
Series Analysis and the Deterministic Structure of the PLC Effect",
Proceedings of the 6th National Congress of Mechanics, Thessaloniki, 19 - 21
July 2001, Edited by E.C. Aifantis, A.N. Kounadis, 2001, Vol. III, pp 29
- 34.
- D. Kugiumtzis, "State
Space Reconstruction in the Prediction of Chaotic Time Series with Neural
Nets", Proceedings of the Norwegian Neural Network Symposium,
1994.
Research Reports
- C.G.H. Diks, D. Kugiumtzis, K. Kyrtsou,
A. Papana., "Identifying
causal relationships in case of non-stationary time series", CeNDEF
Working paper 14-09 University of Amsterdam, 2014
- C.G.H. Diks, D. Kugiumtzis, K. Kyrtsou,
A. Papana., "Assessment
of Resampling Methods for Causality Testing", CeNDEF Working paper 14-08
University of Amsterdam, 2014
- C.G.H. Diks,
D.
Kugiumtzis, Κ.
Kyrtsou and
Papana A., "Partial
Symbolic Transfer Entropy", CeNDEF Working paper 13-16 University of
Amsterdam, 2013
- D. Kugiumtzis, and P. G. Larsson, "Prediction
of Epileptic Seizures with Linear and Nonlinear Analysis of EEG",
preprint mpi-pks/9910008
- D. Kugiumtzis, and M. A. Boudourides,
"Chaotic Analysis
of Internet Data: Just a Random Number Generator?", contributed paper
for the Meeting SOEIS at Bielefeld, March 27 - 28, 1998.
- D. Kugiumtzis and N.
Christophersen, "State
space reconstruction: method of delays vs singular spectrum approach",
Research Report No 236, 0806-3036, Dept of Informatics, University of Oslo,
February 1997.
Last updated
4/11/2019