Event Detection from Social Data Stream Based on Time-Frequency Analysis

作者: Duc T. Nguyen , Dosam Hwang , Jason J. Jung

DOI: 10.1007/978-3-319-11289-3_14

关键词:

摘要: Social data have been emerged as a special big resource of rich information, which is raw materials for diverse research to analyse complex relationship network users and huge amount daily exchanged packages on Network Services (SNS). The popularity current SNS in human life opens good challenge discover meaningful knowledge from senseless patterns. It an important task academic business fields understand user’s behaviour, hobbies viewpoints, but difficult issue especially large volume data. In this paper, we propose method extract real-world events Data Stream using approach time-frequency domain take advantage digital processing methods. Consequently, work expected significantly reduce the complexity social improve performance event detection resource.

参考文章(11)
Jianshu Weng, Bu-Sung Lee, None, Event Detection in Twitter international conference on weblogs and social media. ,(2011)
John G. Proakis, Dimitris G. Manolakis, Digital Signal Processing: Principles, Algorithms, and Applications ,(1992)
Hinrich Schütze, Christopher D. Manning, Prabhakar Raghavan, Introduction to Information Retrieval ,(2005)
James Allan, Introduction to topic detection and tracking Topic detection and tracking. pp. 1- 16 ,(2002) , 10.1007/978-1-4615-0933-2_1
David M Blei, Andrew Y Ng, Michael I Jordan, None, Latent dirichlet allocation Journal of Machine Learning Research. ,vol. 3, pp. 993- 1022 ,(2003) , 10.5555/944919.944937
Luca Maria Aiello, Georgios Petkos, Carlos Martin, David Corney, Symeon Papadopoulos, Ryan Skraba, Ayse Goker, Ioannis Kompatsiaris, Alejandro Jaimes, Sensing Trending Topics in Twitter IEEE Transactions on Multimedia. ,vol. 15, pp. 1268- 1282 ,(2013) , 10.1109/TMM.2013.2265080
Qi He, Kuiyu Chang, Ee-Peng Lim, Analyzing feature trajectories for event detection international acm sigir conference on research and development in information retrieval. pp. 207- 214 ,(2007) , 10.1145/1277741.1277779
Xiangmin Zhou, Lei Chen, Event detection over twitter social media streams very large data bases. ,vol. 23, pp. 381- 400 ,(2014) , 10.1007/S00778-013-0320-3
Charu C. Aggarwal, Karthik Subbian, Event Detection in Social Streams. siam international conference on data mining. pp. 624- 635 ,(2012)
James W. Allan, Topic Detection and Tracking ,(2002)