DocumentCode :
1941733
Title :
An Approach to Analyzing Correlation between Songs/Artists Using iTMS Playlists
Author :
Dou, Yufeng ; Itoh, Eisuke ; Hirokawa, Sachio ; Ikeda, Daisuke
Author_Institution :
Kyushu Univ., Fukuoka
Volume :
1
fYear :
2005
fDate :
28-30 Nov. 2005
Firstpage :
951
Lastpage :
956
Abstract :
Digital audio devices have been changing music entertainment environment. Those devices are bundled with music jukebox software, such as Apple´s iTunes, Sony´s CONNECT player. Jukebox software not only enables us to recode, play, search, purchase music on PC, but also to manage playlist. Anybody can make his/her own playlists, and play music according to the list. In this paper, we focus on iTMS (iTunse Music Stroe) playlists and use them as the data mining resources for a music recommendation system, then developing correlation measuring methods. We have retrieved about 13,000 playlists, and analyzed the frequency of artists/songs, co-occurrence of artists/songs in the playlists. Through the result data, we found out that all graphs we drew are follow the Zipf´s law. Furthermore, we have analyzed the hierarchical relation between songs according to their popularity. We proposed a basic idea of popularity measuring method
Keywords :
correlation methods; data mining; entertainment; information filtering; music; Jukebox software; Sony CONNECT player; correlation measure method; data mining; digital audio device; entertainment; iTMS playlist; iTunse Music Stroe playlists; music jukebox software; music recommendation system; Collaboration; Data analysis; Data mining; Filtering; Frequency; Internet; Music information retrieval; Publishing; Recommender systems; Software libraries;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence for Modelling, Control and Automation, 2005 and International Conference on Intelligent Agents, Web Technologies and Internet Commerce, International Conference on
Conference_Location :
Vienna
Print_ISBN :
0-7695-2504-0
Type :
conf
DOI :
10.1109/CIMCA.2005.1631386
Filename :
1631386
Link To Document :
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