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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Main Authors: Cheng, Zhiyong, SHEN, Jialie, Mei, Tao
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2014
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Online Access:https://ink.library.smu.edu.sg/sis_research/2491
http://dx.doi.org/10.1145/2600428.2611187
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spelling sg-smu-ink.sis_research-34902015-11-15T15:25:41Z Just-for-Me: An Adaptive Personalization System for Location-Aware Social Music Recommendation Cheng, Zhiyong SHEN, Jialie Mei, Tao 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. 2014-07-01T07:00:00Z text https://ink.library.smu.edu.sg/sis_research/2491 info:doi/10.1145/2600428.2611187 http://dx.doi.org/10.1145/2600428.2611187 Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Databases and Information Systems
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Databases and Information Systems
spellingShingle Databases and Information Systems
Cheng, Zhiyong
SHEN, Jialie
Mei, Tao
Just-for-Me: An Adaptive Personalization System for Location-Aware Social Music Recommendation
description 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.
format text
author Cheng, Zhiyong
SHEN, Jialie
Mei, Tao
author_facet Cheng, Zhiyong
SHEN, Jialie
Mei, Tao
author_sort Cheng, Zhiyong
title Just-for-Me: An Adaptive Personalization System for Location-Aware Social Music Recommendation
title_short Just-for-Me: An Adaptive Personalization System for Location-Aware Social Music Recommendation
title_full Just-for-Me: An Adaptive Personalization System for Location-Aware Social Music Recommendation
title_fullStr Just-for-Me: An Adaptive Personalization System for Location-Aware Social Music Recommendation
title_full_unstemmed Just-for-Me: An Adaptive Personalization System for Location-Aware Social Music Recommendation
title_sort just-for-me: an adaptive personalization system for location-aware social music recommendation
publisher Institutional Knowledge at Singapore Management University
publishDate 2014
url https://ink.library.smu.edu.sg/sis_research/2491
http://dx.doi.org/10.1145/2600428.2611187
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