Designing a hierarchical keyboard layout for brain computer interface based text entry

bracu.type.groupResearch Publications
datacite.rightsMetadata Only
dc.contributor.authorHayet, Ishrak
dc.contributor.authorHaq T.F.
dc.contributor.authorMahmud H.
dc.contributor.authorHasan M.K.
dc.contributor.departmentDepartment of Computer Science and Engineering
dc.date.accessioned2026-08-19T05:27:07Z
dc.date.available2026-08-19T05:27:07Z
dc.date.issued2019-04-01
dc.description.abstractHuman beings are naturally blessed with sensory and motor functionalities. These abilities help us understand our surroundings and respond accordingly. However, sometimes, due to innate reasons or trauma, some people are deprived of these functionalities. In order to restore the natural motor functionalities to people with such disabilities, Brain Computer Interface (BCI) has been widely employed with other Human Computer Interaction (HCI) measures to find an optimum solution that ensures a high speed system with reasonable accuracy. In this paper, we have explored one of such systems for Text Entry mechanism using BCI. We have addressed the following three challenges for a BCI based Text Entry system-i)Four motor imagery signal based interaction ii)Processing and classification of noisy EEG data using the available methods iii) Language prediction model to increase input speed. We have tried to contribute in designing the Keyboard Layout for the Text Entry. Existing soft keyboard layouts for BCI systems have either a flat layout or a hierarchical static layout with very few functionalities in more than 2 layers. We propose to improve the hierarchical layout using a 2 layer multi-functional approach. We have prepared a prototype solution to substantiate our hypothesis. With a cognitive walkthrough based evaluation we have validated our hierarchical layout's performance to be accurate and more functional.
dc.description.versionPublished
dc.format.extent6 Pages
dc.identifier.citationI. Hayet, T. F. Haq, H. Mahmud and M. K. Hasan, "Designing a Hierarchical Keyboard Layout for Brain Computer Interface Based Text Entry," 2019 International Conference on Electrical, Computer and Communication Engineering (ECCE), Cox'sBazar, Bangladesh, 2019, pp. 1-6, doi: 10.1109/ECACE.2019.8679487.
dc.identifier.doi10.1109/ECACE.2019.8679487
dc.identifier.issn9781538691113
dc.identifier.other2-s2.0-85064702934
dc.identifier.urihttps://hdl.handle.net/10361/29295
dc.language.isoen_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.
dc.relation.hasversion10.1109/ECACE.2019.8679487
dc.relation.ispartof2nd International Conference on Electrical Computer and Communication Engineering Ecce 2019
dc.relation.ispartofseries2nd International Conference on Electrical Computer and Communication Engineering Ecce 2019
dc.relation.urihttps://ieeexplore.ieee.org/document/8679487
dc.subjectBrain Computer Interface (BCI)
dc.subjectElectroencephalogram (EEG)
dc.subjectHierarchical keyboard layout
dc.subjectText entry
dc.subject.lcshBrain-computer interfaces.
dc.subject.lcshHuman-computer interaction.
dc.titleDesigning a hierarchical keyboard layout for brain computer interface based text entry
dc.typeConference Proceeding
person.affiliation.nameBRAC University
person.affiliation.nameIslamic University of Technology
person.affiliation.nameIslamic University of Technology
person.affiliation.nameIslamic University of Technology
person.identifier.scopus-author-id57208404408
person.identifier.scopus-author-id57208386202
person.identifier.scopus-author-id35767973600
person.identifier.scopus-author-id55057479600

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
IMG_8345.jpg
Size:
27.35 KB
Format:
Joint Photographic Experts Group/JPEG File Interchange Format (JFIF)

License bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
license.txt
Size:
1.71 KB
Format:
Item-specific license agreed upon to submission
Description: