Optimal accuracy and runtime trade-off in wavelet based single-trial P300 detection
Single-trail detection of P300 from EEG signals is the main challenge of diagnostic purposes and research applications. In this article, Wavelet Transform is used for feature extraction from EEG signals. The goal is to prove the capability of wavelet transform in P300 feature extraction. A number of...
| Main Authors: | , , |
|---|---|
| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
IEEE
2013
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/69513/1/Optimal%20accuracy%20and%20runtime%20trade-off%20in%20wavelet%20based%20single-trial%20P300%20detection.pdf |
| _version_ | 1825933735888945152 |
|---|---|
| author | Motlagh, Farid Esmaeili Tang, Sai Hong Motlagh, Omid Reza Esmaeili |
| author_facet | Motlagh, Farid Esmaeili Tang, Sai Hong Motlagh, Omid Reza Esmaeili |
| author_sort | Motlagh, Farid Esmaeili |
| collection | UPM |
| description | Single-trail detection of P300 from EEG signals is the main challenge of diagnostic purposes and research applications. In this article, Wavelet Transform is used for feature extraction from EEG signals. The goal is to prove the capability of wavelet transform in P300 feature extraction. A number of established wavelet feature extraction methods were evaluated from accuracy and computation speed perspectives. To conduct uniform evaluation, Support Vector Machine (SVM) was used for classification of all methods. The results show that DWT can be fast in computing signal features with lower accuracy, while a combination of DWT and T-CWT is proven to be more accurate when real-time computation is concerned. |
| first_indexed | 2024-03-06T10:01:55Z |
| format | Conference or Workshop Item |
| id | upm.eprints-69513 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T10:01:55Z |
| publishDate | 2013 |
| publisher | IEEE |
| record_format | dspace |
| spelling | upm.eprints-695132020-04-15T16:56:51Z http://psasir.upm.edu.my/id/eprint/69513/ Optimal accuracy and runtime trade-off in wavelet based single-trial P300 detection Motlagh, Farid Esmaeili Tang, Sai Hong Motlagh, Omid Reza Esmaeili Single-trail detection of P300 from EEG signals is the main challenge of diagnostic purposes and research applications. In this article, Wavelet Transform is used for feature extraction from EEG signals. The goal is to prove the capability of wavelet transform in P300 feature extraction. A number of established wavelet feature extraction methods were evaluated from accuracy and computation speed perspectives. To conduct uniform evaluation, Support Vector Machine (SVM) was used for classification of all methods. The results show that DWT can be fast in computing signal features with lower accuracy, while a combination of DWT and T-CWT is proven to be more accurate when real-time computation is concerned. IEEE 2013 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/69513/1/Optimal%20accuracy%20and%20runtime%20trade-off%20in%20wavelet%20based%20single-trial%20P300%20detection.pdf Motlagh, Farid Esmaeili and Tang, Sai Hong and Motlagh, Omid Reza Esmaeili (2013) Optimal accuracy and runtime trade-off in wavelet based single-trial P300 detection. In: 2013 IEEE International Conference on Signal and Image Processing Applications (ICSIPA), 8-10 Oct. 2013, Melaka, Malaysia. (pp. 343-348). 10.1109/ICSIPA.2013.6708030 |
| spellingShingle | Motlagh, Farid Esmaeili Tang, Sai Hong Motlagh, Omid Reza Esmaeili Optimal accuracy and runtime trade-off in wavelet based single-trial P300 detection |
| title | Optimal accuracy and runtime trade-off in wavelet based single-trial P300 detection |
| title_full | Optimal accuracy and runtime trade-off in wavelet based single-trial P300 detection |
| title_fullStr | Optimal accuracy and runtime trade-off in wavelet based single-trial P300 detection |
| title_full_unstemmed | Optimal accuracy and runtime trade-off in wavelet based single-trial P300 detection |
| title_short | Optimal accuracy and runtime trade-off in wavelet based single-trial P300 detection |
| title_sort | optimal accuracy and runtime trade off in wavelet based single trial p300 detection |
| url | http://psasir.upm.edu.my/id/eprint/69513/1/Optimal%20accuracy%20and%20runtime%20trade-off%20in%20wavelet%20based%20single-trial%20P300%20detection.pdf |
| work_keys_str_mv | AT motlaghfaridesmaeili optimalaccuracyandruntimetradeoffinwaveletbasedsingletrialp300detection AT tangsaihong optimalaccuracyandruntimetradeoffinwaveletbasedsingletrialp300detection AT motlaghomidrezaesmaeili optimalaccuracyandruntimetradeoffinwaveletbasedsingletrialp300detection |