On open workflows for processing of standardized electroencephalography data
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23520%2F21%3A43963618" target="_blank" >RIV/49777513:23520/21:43963618 - isvavai.cz</a>
Result on the web
<a href="https://www.scitepress.org/Papers/2021/103450/103450.pdf" target="_blank" >https://www.scitepress.org/Papers/2021/103450/103450.pdf</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.5220/0010345006670676" target="_blank" >10.5220/0010345006670676</a>
Alternative languages
Result language
angličtina
Original language name
On open workflows for processing of standardized electroencephalography data
Original language description
With increasing amounts of experimental data, openness, fairness, and reproducibility of scientific experimental work have become important factors for researchers, journals and funding bodies. However, these kinds of challenges are not easily and directly achievable. The goal of this paper is to contribute to these efforts by introducing advances in building more mature lifecycle of electroencephalography/event-related potential data. The progressive data standardization initiatives, data formats, and trends in using machine and deep learning methods for processing of domain data are described and discussed. An open processing workflow based on the analysis of current software tools for preprocessing, processing and classification of electroencephalography/event-related potential data is proposed, implemented and verified on a publicly available dataset.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2021
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of the 14th International Joint Conference on Biomedical Engineering Systems and Technologies - HEALTHINF
ISBN
978-989-758-490-9
ISSN
2184-4305
e-ISSN
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Number of pages
10
Pages from-to
667-676
Publisher name
ScitePress
Place of publication
Setúbal
Event location
online
Event date
Feb 11, 2021
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000664063000075