计算机科学 ›› 2014, Vol. 41 ›› Issue (10): 62-66.doi: 10.11896/j.issn.1002-137X.2014.10.014

• 2013’和谐人机环境联合学术会议 • 上一篇    下一篇

一种基于背景声音识别的移动社会活动推荐系统

杨曜,郭斌,於志文   

  1. 西北工业大学软件与微电子学院 西安710072;西北工业大学计算机学院 西安710072;西北工业大学计算机学院 西安710072
  • 出版日期:2018-11-14 发布日期:2018-11-14
  • 基金资助:
    本文受国家重点基础研究发展计划(973计划)(2012CB316400),国家自然科学基金(61373119,9, 61103063),教育部“新世纪优秀人才支持计划”(NCET-12-0466),教育部高等学校博士学科点专项科研基金(20126102110043),陕西省自然科学基础研究计划项目(2012JQ8028),西北工业大学基础研究基金(JC20110267)资助

Mobile Social Activity Recommendation System Based on Background Sound Recognition

YANG Yao,GUO Bin and YU Zhi-wen   

  • Online:2018-11-14 Published:2018-11-14

摘要: 随着智能手机和移动互联网的快速发展,人们的生活方式正在发生着变革。目前,智能手机终端集成了不同种类的传感器,如GPS、Wi-Fi、摄像头、麦克风等。通过内置传感器,可以搜集用户的相关信息,利用这些信息能有效地理解和识别用户行为,并为用户提供更好的个性化服务。文中主要面向大型工作或生活社区(如大学校园),提出基于背景声音识别的社会活动推荐系统MSSAR(Mobile Sound Sensing and Activity Recommender)。该系统通过音频传感器采集用户的背景声音,实时感知用户所处环境,并对用户实时活动(如在咖啡厅、在开会等)进行识别。MSSAR还能结合用户在线交互历史数据计算其偏好及社会关系亲密度,并据此为用户进行活动推荐。本系统基于以人为本的计算理念,对增强用户间社会联系、促进社区成员间活动交流具有积极意义。

关键词: 智能手机,移动互联网,背景声音识别,在线线下关联,社会活动推荐

Abstract: With the rapid development of smart phone and mobile Internet,the life style of people is changing.At present,the smart phone terminal integrates different sensors,such as GPS,Wi-Fi,camera,microphone,and so on.By analyzing the information collected from mobile phone sensing,it can help understand and identify users’ activities and provide personalized activity recommendation service.This paper mainly focused on improving the life in big communities (such as in a university campus).We put forward a social activity recommendation system based on background sound recognition using mobile phones.The system,named Mobile Sound Sensing and Activity Recommender (MSSAR),can gather the background sounds through the embedded microphone of mobile phones,recognizing the ongoing user activities (such as in the coffee shop,in a meeting).Furthermore,based on the online interactive historical data,MSSAR can calculate the intimacy among friends and suggest activities accordingly.This system has positive effects to enhance social connection among users and promote communication in the community.

Key words: Smart phone,Mobile internet,Background recognition,Association with online and offline,Social activity recommendation

[1] Schilit B,Adams N,Want R.Context-aware computing applications[C]∥IEEE Workshop on Mobile Computing Systems and Applications (WMCSA’94).Santa Cruz,CA,US.IEEE Press,1994:85-90
[2] 刘建国,周涛,汪秉宏.个性化推荐系统的研究进展[J].自然科学进展,2009,19(1):1-15
[3] Naruchitparames J,Giine M H,Louis S J.Friend Recommendations in Social Networks using Genetic Algorithms and Network Topology[C]∥The 2011 IEEE Congress on Evolutionary Computation.New Orleans,LA,IEEE Press,2011:2207-2214
[4] Zanda A,Menasalvas E,Eibe S.A Social Network Activity Recommender System for Ubiquitous Devices[C]∥The 11th International Conference on Intelligent Systems Design and Applications.Cordoba,IEEE Press,2011:493-497
[5] Quijano-Sanchez L,Recio-Garcia J A,Diaz-Agudo B,et al.Social Factors in Group Recommender Systems[J].ACM Transactions on Intelligent Systems and Technology,2013,4(1):1-30
[6] Chen Y L,Cheng L C,Chuang C N.A group recommendationsystem with consideration of interactions among group members [J].Expert System with Application,2008,34:2082-2090
[7] Cowling M,Sitte R.Comparison of techniques for environmental sound recognition[J].Pattern Recognition Letters,2003,24:2895-2907
[8] Azizyan M,Constandache I,Choudhury R R.SurroundSense:Mobile Phone Localization via Ambiance Fingerprinting[C]∥Proceedings of the 15th annual international conference on mobile computing and networking.New York,USA,ACM Press,2009:261-272
[9] 杨曜,郭斌,於志文.一种基于背景声音识别的社会情境感知方法[C]∥第八届和谐人机环境联合学术会议,2012.广州,中国,清华大学出版社,2012
[10] Guo B,He H L,Yu Z W,et al.GroupMe:Supporting Group Formation with Mobile Sense and Social Graph Mining[C]∥The 9th International Conference on Mobile and Ubiquitous Systems:Computing,Networking and Services (MobiQuitous’12).Beijing,China,2012

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