Context-Aware Recommendation Model based on Mobile Application Analysis Platform

被引:0
作者
Ahyoung Kim
Junwoo Lee
Mucheol Kim
机构
[1] Electronics and Telecommunications Research Institute,Department of Multimedia
[2] Sungkyul University,undefined
来源
Multimedia Tools and Applications | 2016年 / 75卷
关键词
Context-aware; Recommendation system; Collaborative filtering; Log analysis;
D O I
暂无
中图分类号
学科分类号
摘要
Recently, various types of log data have been collected and used due to the explosive increase of mobile devices. In mobile environment with high portability and mobility, in addition, the user context information is an important factor for recommendation process. This study attempted to analyze usability log data collected from the mobile device through an application analysis platform. We suggested a context-aware recommendation model to recommend mobile applications or contents by recognizing users’ context data. The usability data of applications consist of activities which were active during the use of a mobile device. The features of these activities are related with time, location and device information. A model proposed in this study has a flexible structure which can be selectively used depending on user circumstances and performs a usability patterns of the applications based on the collaborative filtering method.
引用
收藏
页码:14783 / 14794
页数:11
相关论文
共 27 条
[1]  
Dean J(2008)MapReduce: simplified data processing on large clusters Commun ACM 51 107-113
[2]  
Ghemawat S(2010)A survey of software adaptation in mobile and ubiquitous computing Enterprise Inf Syst 4 355-389
[3]  
Kakousis K(2006)Music for my mood: a music recommendation system based on context reasoning Smart Sens Context Lect Notes Comput Sci 4272 190-203
[4]  
Paspallis N(2011)A recommendation system using context-based collaborative filtering J Korean Inst Intell Syst 21 224-229
[5]  
Papadopoulos GA(2012)Parallel data processing with MapReduce: a survey ACM SIGMOD Record 40 11-20
[6]  
Lee JS(2009)Considering temporal context in music recommendation based on collaborative filtering Korea Comput Congress 36 123-128
[7]  
Lee JC(2012)From databases to big data IEEE Internet Comput 16 0004-0006
[8]  
Lee SI(2011)RDBMS to NoSQL: reviewing some next-generation non-relational database's Int J Adv Eng Sci Technol 11 15-30
[9]  
Lee SY(2011)A user behavior analysis application exploiting the sensor information of smartphones Korea Comput Congress 38 101-104
[10]  
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