Seizure anticipation
Seizure detection is considered successful when a seizure is noticeable at its beginning from human or algorithm. The onset of a seizure has a typical clinical behaviour and is certified by a neurologist expert.
Advanced seizure detection and anticipation algorithms have been implemented and tested on epileptic patients data from PAGNI university hospital of Heraklion.
Advanced seizure detection and anticipation algorithms have been implemented and tested on epileptic patients data from PAGNI university hospital of Heraklion.
Related publications
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A. Karasmanoglou, G. Giannakakis, P. Vorgia, M. Antonakakis, M. Zervakis,
Semi-Supervised Anomaly Detection for the Prediction and Detection of Pediatric Focal Epileptic Seizures on fused EEG and ECG data.
Biomedical Signal Processing and Control, 101:107083, 2025.
- K. Giannakaki, G. Giannakakis, P. Vorgia, and M. Zervakis. Absence seizure detection classifying matching pursuit features of EEG signals. EAI Endorsed Transactions on Bioengineering and Bioinformatics, 20(e2), October 2020.
- G. Giannakakis, M. Tsiknakis and P. Vorgia. Focal epileptic seizures anticipation based on patterns of heart rate variability parameters. Computer Methods and Programs in Biomedicine 178, pp.123-133, 2019.
- G. Stavrinidis, K. Michelakis, V. Kontomitrou, G. Giannakakis, M. Sevrisarianos, G. Sevrisarianos, N. Chaniotakis, Y. Alifragis, G. Konstantinidis. SU-8 microneedles based dry electrodes for electroencephalogram, Microelectronic Engineering, 159, pp. 114–120, 2016.
- G. Giannakakis, N. Tsekos, K. Giannakaki, K. Michalopoulos, P. Vorgia, and M. Zervakis. Seizure detection using common spatial patterns and classification techniques. In the 19th IEEE International Conference on Bioinformatics and Bioengineering (BIBE), Athens, Greece, 28-30 October 2019.
- K. Giannakaki, G. Giannakakis, P. Vorgia, M. Klados, and M. Zervakis. Automatic absence seizure detection evaluating matching pursuit features of EEG signals. In 19th IEEE International Conference on Bioinformatics and Bioengineering (BIBE), Athens, Greece, 28-30 October 2019.
- P. Vorgia, G. Giannakakis, S. Voutoufianakis, D. Champsas, E. Dimitriou, and M. Tsiknakis. Focal epileptic seizures anticipation based on heart rate variability features. Epilepsia, 59, (suppl. 3), p. 269, In 13th European Congress on Epileptology (ECE), Vienna, 26-30 August 2018.
- G. Giannakakis, M. Pediaditis, G. Stavrinidis, G. Konstantinidis, V. Kritsotakis, V. Tsakanikas, M. Ligerakis, V. Sakkalis, P. Vorgia, and M. Tsiknakis.
Α computational platform for continuous seizure anticipation monitoring and clinical evaluation.
In 13th International Conference on Wearable, Micro and Nano Technologies for Personalized Health, Heraklion, Greece, 29-31 May 2016.
- G. Giannakakis, P. Vorgia, S. Voutoufianakis, M. Pediaditis, D. Champsas, and M. Tsiknakis. Low frequency preictal EEG waves preceding epileptic seizures originating from right frontal lobe. In 31st International Epilepsy Congress (IEC), Istanbul, 5-9 September 2015.
- P. Vorgia, S. Voutoufianakis, D. Champsas, V. Kritsotakis, M. Pediaditis, G. Giannakakis, E. Dimitriou, E. Matzourani, and M. Tsiknakis. Presentation study for the development of non invasive epileptic seizure prediction device and electronic health medical record of epileptic patients. In Proceedings of the 9th Panhellenic Congress of Epilepsy, Athens, Greece, 17-19 October 2014.
- P. Vorgia, G. Giannakakis, V. Sakkalis, M. Pediaditis, C. Farmaki, S. Voutoufianakis, and M. Tsiknakis. Absence detection using approximate entropy. In Proceedings of the 8th Panhellenic Congress of Epilepsy, Thessaloniki, Greece, 18-20 October 2013.
- G. Giannakakis, V. Sakkalis, M. Pediaditis, C. Farmaki, P. Vorgia, and M. Tsiknakis. An approach to absence epileptic seizures detection using approximate entropy. In Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology, Osaka, Japan, 3-7 July 2013.
- V. Sakkalis, G. Giannakakis, C. Farmaki, A. Mousas, M. Pediaditis, P. Vorgia, and M. Tsiknakis. Absence seizure epilepsy detection using linear and nonlinear EEG analysis methods. In Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology, Osaka, Japan, 3-7 July 2013.