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Driver behavior analysis through speech emotion understanding

Kamaruddin, Norhaslinda and Abdul Rahman, Abdul Wahab (2010) Driver behavior analysis through speech emotion understanding. In: 2010 IEEE Intelligent Vehicles Symposium, IV 2010, 21 June 2010 - 24 June 2010, La Jolla, CA; United States.

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Abstract

Driver behavior is indeed one of the major factors contributing to high number of motor vehicle accidents. Due to the fact that human behavior is always influenced by emotion and emotion can be detected through speech, we attempt to find correlation between driver behavior state and speech emotion to analyze driver behavior. This understanding is important to facilitate the development of driver emotional indicator system that can act as some kind of warning system to prevent accidents. Experimental results show potential for driver behavior state detection particularly for sleepy state based on speech emotion recognition approach coupled with fundamental understanding of affection space model. These findings surged us to propose an alternative approach of speech emotion profiling that complement the research mainstream of driver behavior and speech emotion recognition.

Item Type: Conference or Workshop Item (UNSPECIFIED)
Additional Information: 6145/38136
Uncontrolled Keywords: Alternative approach; Driver behavior; Emotion understanding; Human behaviors; Indicator system; Major factors; Motor vehicle accidents; Space models; Speech emotion recognition; State Detection; State-based; Warning systems
Subjects: T Technology > T Technology (General) > T55.4 Industrial engineering.Management engineering. > T57 Applied mathematics. Quantitative methods. Operation research. System analysis
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button): Kulliyyah of Information and Communication Technology > Department of Computer Science
Kulliyyah of Information and Communication Technology > Department of Computer Science
Depositing User: Ahmad Nazreen Mohd Shamsuri (PT)
Date Deposited: 10 Sep 2014 08:51
Last Modified: 17 Dec 2020 00:02
URI: http://irep.iium.edu.my/id/eprint/38136

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