Abstract
In this paper, we propose a novel method to evaluate the sleep quality of Active Microblog Users(AMUs) based on Sina Microblog data, where Sina Microblog is the largest microblog platform with 500 million registered users in China. A microblog user is called AMU if s/he posts more than 100 microblogs during a year. Our study is meaningful because the amount of AMUs is huge in China and the results can reflect the lifestyle of these people. The primary works of this paper are as follows: First we successfully obtained 700 million microblogs from 0.55 million microblog users as our dataset. Then we detected the possible start and end sleep time of each AMU by a novel pattern and algorithm. Finally we designed an evaluation system to give the score of each AMU’s sleep quality. In the experiment, we compared the sleep quality of AMUs in different cities of China and found the difference in topics between high and low score groups by LDA method.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Sina Microblog. http://www.weibo.com/
Gao, Q., Abel, F., Houben, G.-J., Yu, Y.: A comparative study of users’ microblogging behavior on sina weibo and twitter. In: Masthoff, J., Mobasher, B., Desmarais, M.C., Nkambou, R. (eds.) UMAP 2012. LNCS, vol. 7379, pp. 88–101. Springer, Heidelberg (2012)
Twitter. http://twitter.com/
Bao, P., Shen, H.W., Huang, J., Cheng, X.Q.: Popularity prediction in microblogging network: A case study on Sina Weibo. In: Proc. of WWW 2013, pp. 177–178 (2013)
CMDA Sleep Quality Report 1. http://www.cmda.gov.cn/xiehuixiangmu/jishupingjiatuiguangbu/bumendongtai/2013-03-20/11847.html
CMDA Sleep Quality Report 2. http://www.cmda.gov.cn/xiehuixiangmu/jishupingjiatuiguangbu/bumendongtai/2014-03-18/13018.html
Sohu report. http://it.sohu.com/20110519/n280623821.shtml
Java, A., Song, X., Finin, T., Tseng, B.: Why we twitter: understanding micro-blogging usage and communities. In: Proc. of the 9th WebKDD and 1st SNAKDD 2007 Workshop on Web Mining and Social Network Analysis, pp. 56–65 (2007)
Zhao, D., Rosson, M.B.: How and why people Twitter: the role that micro-blogging plays in informal communication at work. In: Proc. of the ACM 2009 International Conference on Supporting Group Work, pp. 243–252 (2009)
Krishnamurthy, B., Gill, P., Arlitt, M.: A few chirps about twitter. In: Proc. of WOSN 2008, pp. 19–24 (2008)
Ren, Z., Liang, S., Meij, E., de Rijke, M.: Personalized time-aware tweets summarization. In: Proc. of SIGIR 2013, pp. 513–522 (2013)
Fujisaka, T., Lee, R., Sumiya, K.: Discovery of user behavior patterns from geo-tagged micro-blogs. In: Proc. of ICUIMC 2010, pp. 246–255 (2010)
Lee, R., Sumiya, K.: Measuring geographical regularities of crowd behaviors for Twitter-based geo-social event detection. In: Proc. of LBSN 2010, pp. 1–10 (2010)
Lee, R., Wakamiya, S., Sumiya, K.: Discovery of unusual regional social activities using geo-tagged microblogs. In: Proc. of WWW Special Issue on Mobile Services on the Web, vol. 14(4), pp. 321–349 (2011)
Wakamiya, S., Lee, R., Sumiya, K.: Towards better tv viewing rates: exploiting crowd’s media life logs over twitter for tv rating. In: Proc. of ICUIMC 2011, pp. 39:1–39:10 (2011)
Wakamiya, S., Lee, R., Sumiya, K.: Crowd-sourced urban life monitoring: urban area characterization based crowd behavioral patterns from twitter. In: Proc. of ICUIMC 2011, Article No 26 (2012)
Jamison-Powell, S., Linehan, C., Daley, L., Garbett, A., Lawson, S.W.: I can’t get no sleep: discussing #insomnia on twitter. In: Proc. of SIGCHI 2012, pp. 1501–1510 (2012)
Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent dirichlet allocation. The Journal of Machine Learning Research, 993–1022 (2003)
jGibbLDA. http://jgibblda.sourceforge.net/
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2015 Springer International Publishing Switzerland
About this paper
Cite this paper
Wu, K., Ma, J., Chen, Z., Ren, P. (2015). Sleep Quality Evaluation of Active Microblog Users. In: Cheng, R., Cui, B., Zhang, Z., Cai, R., Xu, J. (eds) Web Technologies and Applications. APWeb 2015. Lecture Notes in Computer Science(), vol 9313. Springer, Cham. https://doi.org/10.1007/978-3-319-25255-1_15
Download citation
DOI: https://doi.org/10.1007/978-3-319-25255-1_15
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-25254-4
Online ISBN: 978-3-319-25255-1
eBook Packages: Computer ScienceComputer Science (R0)