Use of Topological Data Analysis in Motor Intention Based Brain-Computer Interfaces
| dc.contributor.author | Altindis, Fatih | |
| dc.contributor.author | Yilmaz, Bulent | |
| dc.contributor.author | İçöz, Kutay | |
| dc.contributor.author | Borisenok, S. | |
| dc.date.accessioned | 2025-09-25T11:00:51Z | |
| dc.date.available | 2025-09-25T11:00:51Z | |
| dc.date.issued | 2018 | |
| dc.description | Altindis, Fatih/0000-0002-3891-935X; Icoz, Kutay/0000-0002-0947-6166; Borisenok, Sergey/0000-0002-1992-628X; Yilmaz, Bulent/0000-0003-2954-1217 | en_US |
| dc.description.abstract | This study aims to investigate the use of topological data analysis in electroencephalography (EEG) based on brain-computer interface (BCI) applications. Our study focused on extracting topological features of EEG signals obtained from the motor cortex area of the brain. EEG signals from 8 subjects were used for forming data point clouds with a real-time simulation scenario and then each cloud was processed with JPlex toolbox in order to find out corresponding Betti numbers. These numbers represent the topological structure of the point data cloud related to the persistent homologies, which differ for different motor activity tasks. The estimated Betti numbers has been used as features in k-NN classifier to discriminate left or right hand motor intentions. © 2019 Elsevier B.V., All rights reserved. | en_US |
| dc.description.sponsorship | Abdullah Gul University Scientific Research Projects Coordination Department [TOA-2015-31] | en_US |
| dc.description.sponsorship | This study is supported by Abdullah Gul University Scientific Research Projects Coordination Department. Project no: TOA-2015-31. | en_US |
| dc.description.sponsorship | Abdullah Gül University, (TOA-2015-31) | |
| dc.identifier.doi | 10.23919/EUSIPCO.2018.8553382 | |
| dc.identifier.isbn | 9789082797060 | |
| dc.identifier.isbn | 9789082797039 | |
| dc.identifier.isbn | 9789082797091 | |
| dc.identifier.isbn | 9781467310680 | |
| dc.identifier.isbn | 9783200001657 | |
| dc.identifier.isbn | 9789464593600 | |
| dc.identifier.isbn | 9788392134022 | |
| dc.identifier.isbn | 9780992862602 | |
| dc.identifier.isbn | 9789082797015 | |
| dc.identifier.isbn | 9780992862657 | |
| dc.identifier.issn | 2219-5491 | |
| dc.identifier.issn | 2076-1465 | |
| dc.identifier.scopus | 2-s2.0-85059800857 | |
| dc.identifier.uri | https://doi.org/10.23919/EUSIPCO.2018.8553382 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12573/4946 | |
| dc.language.iso | en | en_US |
| dc.publisher | European Signal Processing Conference, EUSIPCO | en_US |
| dc.relation.ispartof | European Signal Processing Conference -- 26th European Signal Processing Conference, EUSIPCO 2018 -- Rome -- 143333 | en_US |
| dc.relation.ispartofseries | European Signal Processing Conference | |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.subject | Brain-Computer Interfaces | en_US |
| dc.subject | EEG | en_US |
| dc.subject | Jplex | en_US |
| dc.subject | Motor Intention Waves | en_US |
| dc.subject | Topological Data Analysis | en_US |
| dc.subject | Data Handling | en_US |
| dc.subject | Electroencephalography | en_US |
| dc.subject | Electrophysiology | en_US |
| dc.subject | Information Analysis | en_US |
| dc.subject | Nearest Neighbor Search | en_US |
| dc.subject | Signal Processing | en_US |
| dc.subject | Topology | en_US |
| dc.subject | Jplex | en_US |
| dc.subject | K-Nn Classifier | en_US |
| dc.subject | Motor Activity | en_US |
| dc.subject | Persistent Homology | en_US |
| dc.subject | Real Time Simulations | en_US |
| dc.subject | Topological Data Analysis | en_US |
| dc.subject | Topological Features | en_US |
| dc.subject | Topological Structure | en_US |
| dc.subject | Brain Computer Interface | en_US |
| dc.title | Use of Topological Data Analysis in Motor Intention Based Brain-Computer Interfaces | en_US |
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| gdc.author.id | Altindis, Fatih/0000-0002-3891-935X | |
| gdc.author.id | Icoz, Kutay/0000-0002-0947-6166 | |
| gdc.author.id | Borisenok, Sergey/0000-0002-1992-628X | |
| gdc.author.id | Yilmaz, Bulent/0000-0003-2954-1217 | |
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| gdc.author.wosid | Yilmaz, Bulent/Juz-1320-2023 | |
| gdc.author.wosid | Icoz, Kutay/J-2063-2015 | |
| gdc.author.wosid | Icoz, Kutay/Abi-3903-2020 | |
| gdc.author.wosid | Altindis, Fatih/Aag-4770-2021 | |
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| gdc.description.department | Abdullah Gül University | en_US |
| gdc.description.departmenttemp | [Altindis] Fatih, Department of Electrical and Electronic Engineering, Abdullah Gül Üniversitesi, Kayseri, Turkey; [Yilmaz] Bulent, Department of Electrical and Electronic Engineering, Abdullah Gül Üniversitesi, Kayseri, Turkey; [İçöz] Kutay, Department of Electrical and Electronic Engineering, Abdullah Gül Üniversitesi, Kayseri, Turkey; [Borisenok] S., Department of Electrical and Electronic Engineering, Abdullah Gül Üniversitesi, Kayseri, Turkey | en_US |
| gdc.description.endpage | 1699 | en_US |
| gdc.description.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
| gdc.description.scopusquality | Q3 | |
| gdc.description.startpage | 1695 | en_US |
| gdc.description.volume | 2018-September | en_US |
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| gdc.virtual.author | Altındiş, Fatih | |
| gdc.virtual.author | Borısenok, Sergey | |
| gdc.virtual.author | İçöz, Kutay | |
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