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2018 | OriginalPaper | Chapter

Finding Similar Microblogs According to Their Word Similarities and Semantic Similarities

Author : Yuan Wang

Published in: Advances in Computer Science and Ubiquitous Computing

Publisher: Springer Singapore

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Abstract

Weibo is the biggest microblogging service in China, whose users publish a mass of short messages every day. Whenever there is a hot event, weibo users will scramble to publishing the messages about this event and most of these messages are repeated. In this paper, we proposed two different methods to identify similar weibo messages from the massive candidate sets. The first method is based on the “Simhash”, who can find the similar messages based on their word similarities. The second method is based on the “Paragraph Vector”, which identify the similar messages based on their semantic similarities. We collect a real-world dataset to conduct experiments, and the results show that our two methods can efficiently identify the similar messages.

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Literature
1.
Yang, Z., Guo, J., Cai, K., Tang, J., Li, J., Zhang, L., Su, Z.: Understanding retweeting behaviors in social networks. In: Proceedings of the 19th ACM International Conference on Information and Knowledge Management, pp. 1633–1636. ACM (2010)
2.
Charikar, M.S.: Similarity estimation techniques from rounding algorithms. In: Proceedings of the Thirty-Fourth Annual ACM Symposium on Theory of Computing, pp. 380–388. ACM (2002)
3.
Manku, G.S., Jain, A., Das Sarma, A.: Detecting near-duplicates for web crawling. In: Proceedings of the 16th International Conference on World Wide Web, pp. 141–150. ACM (2007)
4.
Mikolov, T., Chen, K., Corrado, G., Dean, J.: Efficient estimation of word representations in vector space. arXiv preprint arXiv:​1301.​3781 (2013)
5.
Bengio, Y., Ducharme, R., Vincent, P., Jauvin, C.: A neural probabilistic language model. J. Mach. Learn. Res. 3, 1137–1155 (2003)MATH
6.
Le, Q., Mikolov, T.: Distributed representations of sentences and documents. In: Proceedings of the International Conference on Machine Learning, pp. 1188–1196 (2014)
Metadata
Title
Finding Similar Microblogs According to Their Word Similarities and Semantic Similarities
Author
Yuan Wang
Copyright Year
2018
Publisher
Springer Singapore
Book
Advances in Computer Science and Ubiquitous Computing

Print ISBN: 978-981-10-7604-6

Electronic ISBN: 978-981-10-7605-3

Copyright Year: 2018

DOI
https://doi.org/10.1007/978-981-10-7605-3_61