Please wait a minute...
Data Analysis and Knowledge Discovery  2017, Vol. 1 Issue (5): 82-93    DOI: 10.11925/infotech.2096-3467.2017.05.10
Orginal Article Current Issue | Archive | Adv Search |
Collecting Mobile Data Based on Content Awareness——An Empirical Study
Lixin Xia,Jinqing Yang(),Xiufeng Cheng
School of Information Management, Central China Normal University, Wuhan 430079, China
Download: PDF(2871 KB)   HTML ( 1
Export: BibTeX | EndNote (RIS)      

[Objective] This paper proposes the framework for a mobile data retrieval and analysis system based on context-awareness, aiming to optimize the related data mining procedures. [Context] Nowadays, the automatic dynamic and comprehensive applications for mobile data mining were still being developed. [Methods] First, we proposed a framework to collect mobile data from the client side with the help of Android AWARE sensor. The collected data was received by the server automatically. Then, we designed an empirical study to analyze the retrieved APP usage data. [Results] The proposed system could effectively recommand useful APPs to the mobile users. [Limitations] More in-depth analysis was needed to examine the collected data. [Conclusions] The proposed framework could help us effectly retrieve and analyze mobile useage data, which benefits the contextual computing research and the mobile informaiton behavior studies.

Key wordsContext Awareness      Application Framework      Android      Context Reasoning      User Behavior     
Received: 09 December 2016      Published: 06 June 2017

Cite this article:

Lixin Xia,Jinqing Yang,Xiufeng Cheng. Collecting Mobile Data Based on Content Awareness——An Empirical Study. Data Analysis and Knowledge Discovery, 2017, 1(5): 82-93.

URL:     OR

[1] 李伟平, 王武生, 莫同, 等. 情境计算研究综述[J]. 计算机研究与发展, 2015, 52(2): 542-552.
[1] (Li Weiping, Wang Wusheng, Mo Tong, et al.Survey of Contextual Computing[J]. Journal of Computer Research and Development, 2015, 52(2): 542-552.)
[2] 莫同, 李伟平, 吴中海, 等. 一种情境感知服务系统框架[J]. 计算机学报, 2010, 33(11): 2084-2092.
[2] (Mo Tong, Li Weiping, Wu Zhonghai, et al.Framework of Context-Aware Based Service System[J]. Chinese Journal of Computers, 2010, 33(11): 2084-2092.)
[3] Hassenzahl M, Tractinsky N.User Experience - A Research Agenda[J]. Behaviour & Information Technology, 2006, 25(2): 91-97.
[4] Li W, Chu W, Tung F, et al.A Uniform Device Information Access for Context-Aware Middleware[C]//Proceedings of IEEE International Conference on Web Services. IEEE Computer Society, 2010:654-657.
[5] Abowd G D, Dey A K, Brown P J, et al.Towards a Better Understanding of Context and Context-Awareness[C]// Proceedings of International Symposium on Handheld & Ubiquitous Computing, Karlsruhe, Germany. London, UK: Springer-Verlag, 1999: 304-307.
[6] Weiser M.Hot Topics-Ubiquitous Computing[J]. Computer, 1993, 26(10): 71-72.
[7] Imielinski T, Korth H F.Mobile Computing[M]. Boston Kluwer Academic, 1996.
[8] Android Mobile Context Instrumentation Framework [EB/OL]. [2017-02-10]. .
[9] Schilit B, Adams N, Want R.Context-Aware Computing Applications[C]// Proceedings of the Workshop on Mobile Computing Systems & Applications. Washington, USA: IEEE Computer Society, 1994: 85-90.
[10] Li W, Chu W, Tung F, et al.A Uniform Device Information Access for Context-Aware Middleware[C]// Proceedings of the 2010 IEEE International Conference on Web Services. Washington, USA: IEEE Computer Society, 2010:654-657.
[11] Xu C, Cheung S C.Inconsistency Detection and Resolution for Context-Aware Middleware Support[J]. ACM SIGSOFT Software Engineering Notes, 2005, 30(5): 336-345.
[12] 韩立, 刘正捷, 李晖,等. 基于情境感知的远程用户体验数据采集方法[J]. 计算机学报, 2015,38(11):2234-2246.
[12] (Han Li, Liu Zhengjie, Li Hui, et al.A Method Based on Context- Awareness for Remote User Experience Data Capturing[J]. Chinese Journal of Computers, 2015, 34(11): 2234-2246.)
[13] 薛霄, 常静坤, 曾志峰, 等. 基于情境感知的智慧矿山服务系统研究[J]. 计算机工程与科学, 2013, 35(9): 36-44.
[13] (Xue Xiao, Chang Jingkun, Zeng Zhifeng, et al.Context- Aware Intelligent Service System for Mine Industry[J]. Computer Engineering & Science, 2013, 35(9): 36-44.)
[14] 蒋达央, 姚琪, 季云. 基于智慧校园的情境感知数据采集的策略研究[J]. 常州信息职业技术学院学报, 2016, 15(4): 29-31.
[14] (Jiang Dayang, Yao Qi, Ji Yun.Study on Strategies of Context Awareness Data Collection Based on Smart Campus[J]. Journal of Changzhou Vocational College of Information Technology, 2016, 15(4): 29-31.)
[15] Dey A K.Understanding and Using Context[J]. Personal and Ubiquitous Computing, 2001, 5(1): 4-7.
[16] Biegel G, Cahill V.A Framework for Developing Mobile, Context-aware Applications[C]//Proceedings of the 2nd IEEE Conference on Pervasive Computing and Communications. IEEE, 2004: 361-365.
[17] Korpipaa P, Mantyjarvi J, Kela J, et al.Managing Context Information in Mobile Devices[J]. IEEE Pervasive Computing, 2003, 2(3): 42-51.
[18] Raento M, Oulasvirta A, Petit R, et al.ContextPhone: A Prototyping Platform for Context-Aware Mobile Applications[J]. IEEE Pervasive Computing, 2005, 4(2): 51-59.
[19] Wegdam M.AWARENESS: A Project on Context AWARE Mobile NEtworks and ServiceS[J]. Mobile & Wireless Communication Summit, 2005, 6: 19-23.
[20] Carter S, Mankoff J, Heer J.Momento: Support for Situated Ubicomp Experimentation[C]// Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, California, USA. New York, USA: ACM, 2007:125-134.
[21] Froehlich J, Chen M Y, Consolvo S, et al.MyExperience: A System for in Situ Tracing and Capturing of User Feedback on Mobile Phones[C]// Proceedings of the 5th International Conference on Mobile Systems, Applications and Services. New York, USA: ACM, 2007: 57-70.
[22] Miluzzo E, Lane N D, Eisenman S B, et al.CenceMe - Injecting Sensing Presence into Social Networking Applications[C]// Proceedings of EuroSSC 2007. Berlin, Germany: Springer, 2007: 1-28.
[23] Rachuri K K, Musolesi M, Mascolo C, et al.EmotionSense: A Mobile Phones Based Adaptive Platform for Experimental Social Psychology Research[C]// Proceedings of the 12th ACM International Conference on Ubiquitous Computing, Copenhagen, Denmark. New York, USA: ACM, 2010: 281-290.
[24] Falaki H, Mahajan R, Estrin D.SystemSens: A Tool for Monitoring Usage in Smartphone Research Deployments[C]// Proceedings of the 6th International Workshop on MobiArch, Maryland, USA. New York, USA: ACM, 2011: 25-30.
[25] Ferreira D, Kostakos V, Dey A K. AWARE: Mobile Context Instrumentation Framework[J]. Frontiers in ICT, 2015, 2: Article 6.
[26] Kwon O B.Modeling and Generating Context-Aware Agent- Based Applications with Amended Colored Petri Nets[J]. Expert Systems with Applications, 2004, 27(4): 609-621.
[27] Henricksen K, Indulska J, Rakotonirainy A.Modeling Context Information in Pervasive Computing Systems[C]// Proceedings of the 1st International Conference on Pervasive Computing. London, UK: Springer-Verlag, 2002: 167-180.
[28] Wang W, Li W, Wu Z, et al.An Ontology-Based Context Model for Building Context-Aware Services[C]// Proceedings of the 2nd International Conference on Intelligent Systems, Modeling and Simulation. Washington, USA: IEEE Xplore, 2011: 296-299.
[29] Gruber T R.A Translation Approach to Portable Ontology Specifications[J]. Knowledge Acquisition, 1993, 5(2): 199-220.
[30] 郝倩. 普适学习空间中情境建模及推理研究[D]. 大连: 大连理工大学, 2011.
[30] (Hao Qian.Research on Context Modeling and Reasoning in Ubiquitous Learning Environment [D]. Dalian: Dalian University of Technology, 2011.)
[31] Li W, Xia Q.A Method of Concept Similarity Computation Based on Semantic Distance[J]. Procedia Engineering, 2011, 15: 3854-3859.
[32] 刘宏岚, 高庆狮, 杨炳儒. 多值逻辑中的命题相关性与逻辑运算研究[J]. 北京科技大学学报, 2007, 29(S2): 172-177.
[32] (Liu Honglan, Gao Qingshi, Yang Bingru.Proposition Relativity and Logic Calculation in Many-Valued Logic[J]. Journal of University of Science and Technology Beijing, 2007, 29(S2): 172-177.)
[33] Chen H, Tolia S.Steps Towards Creating a Context-Aware Agent System[R]. HP Laboratories Palo Alto, 2001.
[34] 张楚才, 刘昀岢, 瞿绍军. 一种基于本体和自定义规则的情景推理方法[J]. 计算机技术与发展, 2014, 24(4): 139-142.
[34] (Zhang Chucai, Liu Junke, Qu Shaojun.A Context Reasoning Method Based on Ontology and User-defined Rules[J]. Computer Technology and Development, 2014, 24(4): 139-142.)
[35] McGuinness D L, Harmelened F. OWL Web Ontology Language Overview [EB/OL].[2004-02-10]. .
[36] Horrocks I, Patel-Schneider P, Boley H, et al. SWRL: A Semantic Web Rule Language Combining OWL and RuleML [EB/OL]. [2004-05-21]. .
[1] Lu An,Yanping Liang. Selection of Users’ Behaviors Towards Different Topics of Microblog on Public Health Emergencies[J]. 数据分析与知识发现, 2019, 3(4): 33-41.
[2] Linna Xi,Yongxiang Dou. Examining Reposts of Micro-bloggers with Planned Behavior Theory[J]. 数据分析与知识发现, 2019, 3(2): 13-20.
[3] Yuan Chen,Fuzhen Liu,Jiang Wu. Studying Users’ Interaction Behaviors of Sharing Economic Platform with 2-Mode Complex Network Analysis[J]. 数据分析与知识发现, 2017, 1(6): 72-82.
[4] Tong Guoping, Sun Jianjun. User Behavior Analysis Based on Search Engine Log[J]. 现代图书情报技术, 2015, 31(7-8): 80-88.
[5] Huang Wenbin, Xu Shanchuan, Ma Long, Wang Jun. Analysis of Mobile User Behaviors with Telecommunication Data[J]. 现代图书情报技术, 2015, 31(5): 80-87.
[6] Yang Ning, Huang Feihu, Wen Yi, Chen Yunwei. An Opinion Evolution Model Based on the Behavior of Micro-blog Users[J]. 现代图书情报技术, 2015, 31(12): 34-41.
[7] Chen Yong, Li Honglian, Lv Xueqiang. Analysis for the Search Behavior of Web Users[J]. 现代图书情报技术, 2014, 30(12): 10-17.
[8] He Jing, Guo Jinli, Xu Xuejuan. Analysis on Statistical Characteristic and Dynamics for User Behavior in Microblog Communities[J]. 现代图书情报技术, 2013, 29(7/8): 94-100.
[9] Li Wenjiang, Chen Shiqin. Design of Library Information Push System Based on Android GCM Service[J]. 现代图书情报技术, 2013, 29(11): 91-96.
[10] Qiu Jin, Wu Dan. A Study on Users’ Collaborative Information Seeking Behavior and System Evaluation——A Perspective of Tasks and Collaborative Abilities[J]. 现代图书情报技术, 2012, (9): 62-68.
[11] Zhang Yunzhong. Using Formal Concept Analysis to Construct the Model of User Behavior Knowledge Discovery in Folksonomy[J]. 现代图书情报技术, 2012, 28(7): 66-75.
[12] Shen Hongzhou, Zong Qianjin, Yuan Qinjian. Implementation of Commerce Information Push Service Using Google C2DM[J]. 现代图书情报技术, 2012, 28(6): 78-83.
[13] Wang Jie. Application of Android in Book Acquisition Duplicate Checking System[J]. 现代图书情报技术, 2012, 28(4): 84-88.
[14] Yuan Yuan, Sun Xiaoling, Zhu Qinghua. Research on Attention Behavior of Microblog Users Based on Social Network Analysis[J]. 现代图书情报技术, 2012, 28(2): 68-75.
[15] Guo Xiaoqing, Ren Shougang, Xie Zhonghong. Research and Implementation of Drive-level Local User Behavior Monitoring System[J]. 现代图书情报技术, 2012, (10): 77-82.
  Copyright © 2016 Data Analysis and Knowledge Discovery   Tel/Fax:(010)82626611-6626,82624938