Faculty of Information Technology, BUT

Publication Details

Modular Framework for Detection of Inter-ictal Spikes in iEEG

KEŠNER Filip, SEKANINA Lukáš and BRÁZDIL Milan. Modular Framework for Detection of Inter-ictal Spikes in iEEG. In: The 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'17). Los Alamos: Institute of Electrical and Electronics Engineers, 2017, pp. 418-421. ISBN 978-1-5090-2809-2.
Czech title
Modulární systém pro detekci interiktálních kmitů v iEEG
Type
conference paper
Language
english
Authors
Kešner Filip, Ing. (DCSY FIT BUT)
Sekanina Lukáš, prof. Ing., Ph.D. (DCSY FIT BUT)
Brázdil Milan, MUDr., Ph.D. (NK-LF MUNI)
Keywords
Detectors, Electroencephalography, Epilepsy, Feature extraction, Indexes, Sensitivity, Standards
Abstract

In this paper, we present a new modular approach for detection of inter-ictal spikes in intracranial iEEG recordings from patients that are suffering from pharmaco-resistant form of epilepsy. This new approach is presented in the form of a detection framework consisting of three primary modules: first level detector, second level feature extractor, and third level detection classifier, where each module is responsible for a specific functionality. This detection framework can be perceived as a three slot system, where modules can be easily plugged in their slots and replaced by a different module or implementation on demand, in order to adapt the quality of detection (measured in terms of sensitivity, precision or inter-recording adaptability) and computational cost. Using complex real-world data sets it was confirmed that the proposed framework provides highly sensitive and precise detection, while it also significantly reduces the computation time. 
Published
2017
Pages
418-421
Proceedings
The 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'17)
Conference
39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Jeju Island, KR
ISBN
978-1-5090-2809-2
Publisher
Institute of Electrical and Electronics Engineers
Place
Los Alamos, US
DOI
BibTeX
@INPROCEEDINGS{FITPUB11333,
   author = "Filip Ke\v{s}ner and Luk\'{a}\v{s} Sekanina and Milan Br\'{a}zdil",
   title = "Modular Framework for Detection of Inter-ictal Spikes in iEEG",
   pages = "418--421",
   booktitle = "The 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'17)",
   year = 2017,
   location = "Los Alamos, US",
   publisher = "Institute of Electrical and Electronics Engineers",
   ISBN = "978-1-5090-2809-2",
   doi = "10.1109/EMBC.2017.8036851",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/11333"
}
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