TY - GEN
T1 - Boosting linear logistic regression for single trial ERP detection in rapid serial visual presentation tasks
AU - Huang, Yonghong
AU - Erdogmus, Deniz
AU - Mathan, Santosh
AU - Pavel, Misha
PY - 2006
Y1 - 2006
N2 - In this paper, we employ the AdaBoost algorithm to the linear logistic regression model to detect encephalography (EEC) signatures, called evoked response potentials of visual recognition events in a single trial. In the experiments, a large amount of images were displayed at a very high presentation rate, named rapid serial visual presentation. The EEC was recorded using 32 electrodes during the rapid image presentation. Subjects were instructed to click the mouse when they recognize a target image. The results demonstrated that the boosting method improves the detection performance compared with the base classifier by approximately 3% as measured by area under the ROC curve.
AB - In this paper, we employ the AdaBoost algorithm to the linear logistic regression model to detect encephalography (EEC) signatures, called evoked response potentials of visual recognition events in a single trial. In the experiments, a large amount of images were displayed at a very high presentation rate, named rapid serial visual presentation. The EEC was recorded using 32 electrodes during the rapid image presentation. Subjects were instructed to click the mouse when they recognize a target image. The results demonstrated that the boosting method improves the detection performance compared with the base classifier by approximately 3% as measured by area under the ROC curve.
UR - http://www.scopus.com/inward/record.url?scp=34047143346&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=34047143346&partnerID=8YFLogxK
U2 - 10.1109/IEMBS.2006.259370
DO - 10.1109/IEMBS.2006.259370
M3 - Conference contribution
AN - SCOPUS:34047143346
SN - 1424400325
SN - 9781424400324
T3 - Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings
SP - 3369
EP - 3372
BT - 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'06
T2 - 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'06
Y2 - 30 August 2006 through 3 September 2006
ER -