ABSTRACT
Tweets summarization aims to find a group of representative tweets for a specific topic. In recent times, there have been several research efforts toward devising a variety of techniques to summarize tweets in Twitter. However, these techniques are either not personal (i.e., consider only tweets in the timeline of a specific user) or are too expensive to be realized on a mobile device. Given that 80% of active Twitter users access the site on mobile devices, in this demonstration we present a lightweight, personalized, on-demand, topic modeling-based tweets summarization engine called TOTEM, designed for such devices. Specifically, TOTEM summarizes most recent tweets on a user's timeline and enables her to visualize and navigate representative topics and associated tweets in a user-friendly tap-and-swipe manner.
- Natural Language Corpus Data: Beautiful Data. http://norvig.com/ngrams/count_2w.txt, 2016.Google Scholar
- Slang Dictionary - Text Slang & Internet Slang Words. http://www.noslang.com/dictionary/, 2016.Google Scholar
- D. M. Blei, A. Y. Ng, M. I. Jordan. Latent Dirichlet Allocation. Journal of Machine Learning Research, vol. 3, 2003.Google ScholarDigital Library
- J. Carbonell, J. Goldstein. The Use of MMR, Diversity-based Reranking for Reordering Documents and Producing Summaries. In SIGIR, 1998.Google Scholar
- L. Hong, G. Convertino, E. Chi. Language Matters in Twitter: A Large Scale Study. In ICWSM, 2011.Google Scholar
- X. Liu, Y. Li, F. Wei, M. Zhou. Graph-Based Multi-Tweet Summarization using Social Signals. In COLING, 2012.Google Scholar
- R. Mihalcea and P. Tarau. TextRank: Bringing Order into Texts, In EMNLP, 2004.Google Scholar
- B. O'Connor, M. Krieger, D. Ahn. TweetMotif: Exploratory Search and Topic Summarization for Twitter. In ICWSM, 2010.Google Scholar
- D. Radev, et al. Centroid-based Summarization of Multiple Documents. In NAACL-ANLP Workshop on Automatic Summarization, 2000.Google Scholar
- Z. Ren, et al.Personalized Time-aware tweets summarization. In SIGIR, 2013. Google ScholarDigital Library
- Z. Wang, L. Shou, et al.On Summarization and Timeline Generation for Evolutionary Tweet Streams. In IEEE TKDE, 27(5), 2015. Google ScholarDigital Library
Index Terms
- TOTEM: Personal Tweets Summarization on Mobile Devices
Recommendations
Topic and sentiment aware microblog summarization for twitter
AbstractRecent advances in microblog content summarization has primarily viewed this task in the context of traditional multi-document summarization techniques where a microblog post or their collection form one document. While these techniques already ...
Summarizing web forum threads based on a latent topic propagation process
CIKM '11: Proceedings of the 20th ACM international conference on Information and knowledge managementWith an increasingly amount of information in web forums, quick comprehension of threads in web forums has become a challenging research problem. To handle this issue, this paper investigates the task of Web Forum Thread Summarization (WFTS), aiming to ...
Tweet Sentiment Analyzer: Sentiment Score Estimation Method for Assessing the Value of Opinions in Tweets
AICTC '16: Proceedings of the International Conference on Advances in Information Communication Technology & ComputingSocial networking applications are prominent among the internet user communities. Many social media websites are used for sharing the information instantly. Twitter is one of the vibrant social networking websites for sharing small textual information ...
Comments