Just-for-Me: An Adaptive Personalization System for Location-Aware Social Music Recommendation

In recent years, location-aware music recommendation is increasing in popularity, as more and more users consume music on the move. In this demonstration, we present an intelligent system, called Just-for-Me, to facilitate accurate music recommendation based on where user presents. Our system is dev...

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Bibliographic Details
Main Authors: Cheng, Zhiyong, SHEN, Jialie, Mei, Tao
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2014
Subjects:
Online Access:https://ink.library.smu.edu.sg/sis_research/2491
http://dx.doi.org/10.1145/2600428.2611187
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Institution: Singapore Management University
Language: English
Description
Summary:In recent years, location-aware music recommendation is increasing in popularity, as more and more users consume music on the move. In this demonstration, we present an intelligent system, called Just-for-Me, to facilitate accurate music recommendation based on where user presents. Our system is developed based on a novel probabilistic generative model, which can effectively integrate the location contexts and global music popularity trends. This approach allows us to gain more comprehensive modeling on user preference and thus significantly enhances the music recommendation performance.