Paper Info
Title
Music emotion recognition: the role of individuality
Abstract
It has been realized in the music emotion recognition (MER) community that personal difference, or individuality, has significant impact on the success of an MER system in practice. However, no previous work has explicitly taken individuality into consideration in an MER system. In this paper, the group-wise MER approach (GWMER) and personalized MER approach (PMER) are proposed to study the role of individuality. GWMER evaluates the importance of each individual factor such as sex, personality, and music experience, whereas PMER evaluates whether the prediction accuracy for a user is significantly improved if the MER system is personalized for the user. Experimental results demonstrate the effect of personalization and suggest the need for a better representation of individuality and for better prediction accuracy.
Year
DOI
Venue
2007
10.1145/1290128.1290132
HCM@MM
Keywords
Field
DocType
individual factor,music experience,group-wise mer approach,better prediction accuracy,personalization,prediction accuracy,better representation,music emotion recognition,personalized mer approach,individuality,mer system
Social psychology,Psychology,Cognitive psychology,Music emotion recognition,Personality,Personalization
Conference
Citations 
PageRank 
References 
20
1.08
18
Authors
4
Name
Order
Citations
PageRank
Yi-Hsuan Yang128814.33
Ya-Fan Su224612.42
Yu-Ching Lin338928.19
Homer H Chen4101790.44