Music Recommendation System Design Based on Gaussian Mixture Model

被引:0
作者
Lu, Yang [1 ]
Bai, Xuemei [1 ]
Wang, Feng [1 ]
机构
[1] Changchun Univ Sci & Technol, Inst Elect Informat Engn, Changchun 130022, Peoples R China
来源
PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON MECHATRONICS, MATERIALS, CHEMISTRY AND COMPUTER ENGINEERING 2015 (ICMMCCE 2015) | 2015年 / 39卷
关键词
Gaussian Mixture Model; Music Classification; Music Recommendation;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The paper establishes a double-layer classifier based on Gaussian Mixture Model and the Thayer model to divide the music style into several categories. On the basis of effective verification of experiments, the music listening experience is added into the model to analyze and normalize two-dimensional data points and the tastes of music users or playing times also can be added to obtain new three-dimensional data points. Then the Gaussian Mixture Model is employed again for classifying the new three-dimensional data points. In this way, not only can the taste changing process of users for different music be analyzed, but also the similarity among different users can be calculated. Therefore, music can be recommended properly to music users.
引用
收藏
页码:921 / 926
页数:6
相关论文
共 8 条
[1]  
Cheng Yuan-guo, 2009, Computer Engineering, V35, P25
[2]  
Gong X., 2010, J I INFORM SW JIAOTO, V1, P2
[3]  
Mesaros A, 2005, INT C MUS INF RETR, P610
[4]   SPEAKER IDENTIFICATION AND VERIFICATION USING GAUSSIAN MIXTURE SPEAKER MODELS [J].
REYNOLDS, DA .
SPEECH COMMUNICATION, 1995, 17 (1-2) :91-108
[5]  
Shi D., 2013, RES MUSIC STYLE SIMI
[6]  
[王磊 Wang Lei], 2007, [电子与信息学报, Journal of Electronics & Information Technology], V29, P2067
[7]   ATM-based routing in LEO/MEO satellite networks with intersatellite links [J].
Werner, M ;
Delucchi, C ;
Vogel, HJ ;
Maral, G ;
DeRidder, JJ .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 1997, 15 (01) :69-82
[8]  
Xu K.C., 2013, RES IMPLEMENTATION M