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Araç içinde sürücü tanıma için karar tümleştirme yöntemleri=decision fusion techniques for in-car driver recognition

Erçil, Aytül and Erdoğan, Hakan and Eskil, Mustafa Taner (2006) Araç içinde sürücü tanıma için karar tümleştirme yöntemleri=decision fusion techniques for in-car driver recognition. In: SIU 2006 (Sinyal İşleme ve İletişim Uygulamaları), Antalya

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Official URL: http://ieeexplore.ieee.org/iel5/11023/34756/01659815.pdf?isnumber=34756&arnumber=1659815

Abstract

In this study, we study various classifier fusion techniques to combine driver identity decisions coming from independent classifiers on different channels. Using trainable combining methods and driving behavior signals only, we find that the identification error can be reduced significantly. We also carry out a comparative study on the individual vs. combined performance of various driving behavior signals and observe that some driving signals carry more biometric information than others. We conclude that individual driving signals are not largely indicative of the person by themselves but combined multi-modal signal or classifier methods seem to be very successful in biometric identification in a car environment.

Item Type:Papers in Conference Proceedings
Subjects:T Technology > TJ Mechanical engineering and machinery
ID Code:1190
Deposited By:Aytül Erçil
Deposited On:20 Dec 2006 02:00
Last Modified:25 May 2011 14:22

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