Title :
Emotion Profile-Based Music Recommendation
Author :
Yu Hao Chin ; Szu Hsien Lin ; Chang Hong Lin ; Siahaan, Ernestasia ; Frisky, Aufaclav ; Jia Ching Wang
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Nat. Central Univ., Jhongli, Taiwan
Abstract :
In this paper, we propose an emotion profile based music recommendation system. In the proposed algorithm, two emotion profiles are constructed using decision value in support vector machine (SVM), and based on short term and long term features respectively. The recognized emotion, emotion profile, and personal historical query results are fed into the recommendation module to generate the recommended music list.
Keywords :
emotion recognition; music; recommender systems; support vector machines; decision value; emotion profile based music recommendation system; emotion recognition; historical query; long term feature; short term feature; support vector machine; Databases; Emotion recognition; Feature extraction; Multiple signal classification; Music; Recommender systems; Support vector machines; Emotion profile; music emotion recognition; music recommendation system;
Conference_Titel :
Ubi-Media Computing and Workshops (UMEDIA), 2014 7th International Conference on
Conference_Location :
Ulaanbaatar
Print_ISBN :
978-1-4799-4267-1
DOI :
10.1109/U-MEDIA.2014.32