Detection of eye movements based on EEG signals and the SAX algorithm
For patients with disabilities, particularly those with motor disabilities and difficulties to interact with computer and devices, Human-Machine Interaction (HMI) research may provide them new ways to solve this problem. In this paper, we propose the Brain-Computer Interface (BCI) approach as a pote...
| Main Authors: | , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
2018
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| Subjects: | |
| Online Access: | http://eprints.sunway.edu.my/1691/ http://eprints.sunway.edu.my/1691/1/Lau%20Sian%20Lun%20Detection%20of%20eye%20movements.pdf |
| _version_ | 1848802113085243392 |
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| author | Shanmuga, P. M. M. Lau, Sian Lun * Jou, Chichang. |
| author_facet | Shanmuga, P. M. M. Lau, Sian Lun * Jou, Chichang. |
| author_sort | Shanmuga, P. M. M. |
| building | SU Institutional Repository |
| collection | Online Access |
| description | For patients with disabilities, particularly those with motor disabilities and difficulties to interact with computer and devices, Human-Machine Interaction (HMI) research may provide them new ways to solve this problem. In this paper, we propose the Brain-Computer Interface (BCI) approach as a potential technique. The patients may use a portable electroencephalography (EEG) device to give instruction to a computing device via eye movements. Classification algorithms have been investigated in past research to allow detection of eye movement.
We would like to investigate another technique, namely the Symbolic Aggregate Approximation (SAX) algorithm, to find out its suitability and performance against known classification algorithms such as Support Vector Machine (SVM), k-Nearest Neighbour (KNN) and Decision
Tree (DT). |
| first_indexed | 2025-11-14T21:18:11Z |
| format | Conference or Workshop Item |
| id | sunway-1691 |
| institution | Sunway University |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T21:18:11Z |
| publishDate | 2018 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | sunway-16912021-03-29T02:43:51Z http://eprints.sunway.edu.my/1691/ Detection of eye movements based on EEG signals and the SAX algorithm Shanmuga, P. M. M. Lau, Sian Lun * Jou, Chichang. QA76 Computer software For patients with disabilities, particularly those with motor disabilities and difficulties to interact with computer and devices, Human-Machine Interaction (HMI) research may provide them new ways to solve this problem. In this paper, we propose the Brain-Computer Interface (BCI) approach as a potential technique. The patients may use a portable electroencephalography (EEG) device to give instruction to a computing device via eye movements. Classification algorithms have been investigated in past research to allow detection of eye movement. We would like to investigate another technique, namely the Symbolic Aggregate Approximation (SAX) algorithm, to find out its suitability and performance against known classification algorithms such as Support Vector Machine (SVM), k-Nearest Neighbour (KNN) and Decision Tree (DT). 2018 Conference or Workshop Item PeerReviewed text en cc_by_nc_nd_4 http://eprints.sunway.edu.my/1691/1/Lau%20Sian%20Lun%20Detection%20of%20eye%20movements.pdf Shanmuga, P. M. M. and Lau, Sian Lun * and Jou, Chichang. (2018) Detection of eye movements based on EEG signals and the SAX algorithm. In: 2nd International Conference on Intelligent and Interactive Computing (IIC2018), 8-9 August 2018, Melaka, Malaysia. (Unpublished) |
| spellingShingle | QA76 Computer software Shanmuga, P. M. M. Lau, Sian Lun * Jou, Chichang. Detection of eye movements based on EEG signals and the SAX algorithm |
| title | Detection of eye movements based on EEG signals and the SAX algorithm |
| title_full | Detection of eye movements based on EEG signals and the SAX algorithm |
| title_fullStr | Detection of eye movements based on EEG signals and the SAX algorithm |
| title_full_unstemmed | Detection of eye movements based on EEG signals and the SAX algorithm |
| title_short | Detection of eye movements based on EEG signals and the SAX algorithm |
| title_sort | detection of eye movements based on eeg signals and the sax algorithm |
| topic | QA76 Computer software |
| url | http://eprints.sunway.edu.my/1691/ http://eprints.sunway.edu.my/1691/1/Lau%20Sian%20Lun%20Detection%20of%20eye%20movements.pdf |