音乐情绪测量软件系统的设计与实现
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摘要
音乐能够引导人们的情绪,听众对音乐的情绪反馈主要受如下几方面影响:音乐类型、听众个人因素、当前情绪、听众对音乐语言掌握程度、个性喜好等。针对每个用户推送更适合的音乐,以实现娱乐、情绪治疗、商业推广等应用成为当前研究热点。基于J2EE的技术架构及SSM的Java框架,开发了一款Web应用"音乐情绪测量"软件,采用了BootStrap和JQuery来绘制前端页面以及用户交互,对影响音乐情绪的若干因素进行分析,根据听众个人因素、当前情绪、语言、偏好对音乐进行分类。该系统采用9类情绪模型(GEMS),通过4种类型共56首的歌曲,1 358人次,跨度3种听众母语语种的在线数据采集及分析,验证了系统可行性,实验结果为个性化音乐推送、情绪测量提供了依据。
This paper launchs a web software named "Music emotion measurement" for analyzing factors that influence music emotion and classifying music by personal factors,current emotion,language and preference.It's based on J2 EE and Java framework "SSM",and uses BootStrap and JQuery for the front pages and user interaction.It uses 56 musical pieces from four selected genres,and employees a nine item domain-specific emotional model GEMS.It collects 1357 listening sessions and analyzes to verify our system.The results will be helpful for pushing suitable music and measuring emotion.
This paper launchs a web software named "Music emotion measurement" for analyzing factors that influence music emotion and classifying music by personal factors,current emotion,language and preference.It's based on J2 EE and Java framework "SSM",and uses BootStrap and JQuery for the front pages and user interaction.It uses 56 musical pieces from four selected genres,and employees a nine item domain-specific emotional model GEMS.It collects 1357 listening sessions and analyzes to verify our system.The results will be helpful for pushing suitable music and measuring emotion.
引文
[1]A Aljanaki,F Wiering,RC Veltkamp.Computational modeling of induced emotion using GEMS[C]∥Proceedings of the 15th international society for music information retrieval,2014:373-378
[2]A Aljanaki,D Bountouridis,JA Burgoyne,et al.Designing games with a purpose for data collection in music research. Emotify and Hooked:Two case studies[J].Lecture notes in computer science, 2014:29-44
[3]张煜.基于情绪的音乐分类系统[J].北京大学,2008
[4]刘昆.基于J2EE平台的轻量级框架的应用研究[D].武汉:武汉理工大学,2008
[5]叶加青.Spring框架技术的应用[J].计算机时代,2009(10):54-55
[6]徐雯,高建华.基于Spring MVC及MyBatis的Web应用框架研究[J].微型电脑应用,2012,28(7):1-4
[7]单东林,张晓菲,魏然.锋利的JQuery[M].北京:人民邮电出版社,2012:223-237
[8]李炳练.基于jQuery框架的无刷新技术设计与实现[J].电脑编程技巧与维护,2011(6):5
[9]陈志雄.利用Struts2框架和jQuery框架实现AJAX的开发[J].现代计算机(专业版),2011(17):77-80
[10]李刚.疯狂HTML5/CSS3/JavaScript讲义[M].北京:电子工业出版社,2012:58-62
[11]王金海,江务学.基于Java多线程的并发机制的研究和实现[J].微机发展,2004,14(3):34-37
[12]LJ Cronbach.Coefficient alpha and the internal structure of tests[J].Psychometrika,1951,16(3):297-334
[13]K Torres-Eliard,C Labbe,D Grandjean.Towards a dynamic approach to the study of emotions expressed by music[C]∥Proceedings 4th international ICST conference on intelligent technologies for interactive entertainment,2011,78:252-259
[2]A Aljanaki,D Bountouridis,JA Burgoyne,et al.Designing games with a purpose for data collection in music research. Emotify and Hooked:Two case studies[J].Lecture notes in computer science, 2014:29-44
[3]张煜.基于情绪的音乐分类系统[J].北京大学,2008
[4]刘昆.基于J2EE平台的轻量级框架的应用研究[D].武汉:武汉理工大学,2008
[5]叶加青.Spring框架技术的应用[J].计算机时代,2009(10):54-55
[6]徐雯,高建华.基于Spring MVC及MyBatis的Web应用框架研究[J].微型电脑应用,2012,28(7):1-4
[7]单东林,张晓菲,魏然.锋利的JQuery[M].北京:人民邮电出版社,2012:223-237
[8]李炳练.基于jQuery框架的无刷新技术设计与实现[J].电脑编程技巧与维护,2011(6):5
[9]陈志雄.利用Struts2框架和jQuery框架实现AJAX的开发[J].现代计算机(专业版),2011(17):77-80
[10]李刚.疯狂HTML5/CSS3/JavaScript讲义[M].北京:电子工业出版社,2012:58-62
[11]王金海,江务学.基于Java多线程的并发机制的研究和实现[J].微机发展,2004,14(3):34-37
[12]LJ Cronbach.Coefficient alpha and the internal structure of tests[J].Psychometrika,1951,16(3):297-334
[13]K Torres-Eliard,C Labbe,D Grandjean.Towards a dynamic approach to the study of emotions expressed by music[C]∥Proceedings 4th international ICST conference on intelligent technologies for interactive entertainment,2011,78:252-259