Boosting Linear Logistic Regression for Single Trial ERP Detection in Rapid Serial Visual Presentation Tasks.

Boosting Linear Logistic Regression for Single Trial ERP Detection in Rapid Serial Visual Presentation Tasks. Research Abstract Details 

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Boosting Linear Logistic Regression for Single Trial ERP Detection in Rapid Serial Visual Presentation Tasks. Abstract Text:

Yonghong Huang,D Erdogmus,S Mathan,M Pavel,Yonghong Huang,Deniz Erdogmus,Santosh Mathan,Misha Pavel,

In this paper, we employ the AdaBoost algorithm to the linear logistic regression model to detect encephalography (EEG) 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 EEG 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.

Boosting Linear Logistic Regression for Single Trial ERP Detection in Rapid Serial Visual Presentation Tasks. Publishing Authors By Initials

Y Huang,D Erdogmus,S Mathan,M Pavel,Y Huang,D Erdogmus,S Mathan,M Pavel,

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Boosting Linear Logistic Regression for Single Trial ERP Detection in Rapid Serial Visual Presentation Tasks. Journal Published:

PUBLICATION TYPE: Journal Article

Journal: Conference proceedings : ... Annual International

VOLUME: 1

Page Numbers: 3369-72

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ISSN: 1557-170X

DAY: 23

MONTH: 10

YEAR: 2006

Boosting Linear Logistic Regression for Single Trial ERP Detection in Rapid Serial Visual Presentation Tasks. Information

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LANGUAGE: eng

NlmUniqueID: 101243413

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Grant and Affiliation Information for Boosting Linear Logistic Regression for Single Trial ERP Detection in Rapid Serial Visual Presentation Tasks.

AFFILIATION: Comput. Sci. & Electr. Eng. Dept., Oregon Health & Sci. Univ., Portland, OR.

Country: United States

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MEDLINETA: Conf Proc IEEE Eng Med Biol So

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