Abstract
In this paper, we report the first work ever of detecting the summarizable chat conversation in order to improve the quality of summarization and system performance, especially in real time server-based system like online instant messaging. Summarizable chat conversation means that the document assessed could produce a meaningful summary for human. Our study intends to answer the question: what are the characteristics of a summarizable chat and how to distinguish it with non-summarizable chat conversation. To conduct the experiment, corpora of 536 chat conversations was constructed manually. Technically, we used 19 attributes and grouped them by feature sets of (1) chat attribute, (2) lexical, and (3) Rapid Automatic Keyword Extraction (RAKE). As result, our work reveals that the features can classify summarizable chat by 78.36 % as our highest accuracy, performed by feature selection with SVM.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Sood, A., Mohamed, T.P., Varma, V.: Topic-focused summarization of chat conversations. In: Advances in Information Retrieval, pp. 800–803 (2013)
Uthus, D.C., Aha, D.W.: Plans toward automated chat summarization. In: Proceedings of the Workshop on Automatic Summarization for Different Genres, Media, and Languages. ACL (2011)
Koto, F., Sakriani S., Neubig, G., Toda, T., Adriani, M., Nakamura, S.: The use of semantic and acoustic features for open-domain TED talk summarization. In: Proceedings of The 6th Asia Pacific Signal and Information Processing Association (APSIPA). Siem Reap, Cambodia (2014)
Werry, C.C.: In: Linguistic and Interactional Features of Internet Relay Chat, pp. 47–64 (1996)
Hering, S.C.: Interactional coherence in CMC. In: Proceedings of the Thirty-Second Annual Hawaii International Conference on System Sciences (1999)
Hering, S.C.: Computer-mediated conversation: introduction and overview. In: Language@ Internet (2010)
Zhou, L., Hovy, E.: Digesting virtual “geek” culture: the summarization of technical Internet Relay Chats. In: Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics, pp. 298–305. ACL (2005)
Zechner, K.: Automatic summarization of open-domain multiparty dialogues in diverse genres. Comput. Linguist. 28(4), 447–485 (2002)
Murray, G., Renals, S., Carletta, J., Moore, J.: Evaluating automatic summaries of meeting recordings. In: Proceedings of the ACL Workshop on Intrinsic and Extrinsic Evaluation Measures for Machine Translation and/or Summarization, pp. 33–40. ACL (2005)
Cohen, J.: A coefficient of agreement for nominal scales. Educ. Psychol. Meas. 20(1), 37–46 (1960)
Altman, D.G.: Practical Statistics for Medical research, vol. 20(1). Chapman Hall/CRC Press, London (1990)
Berry, M.W., Kogan, J.: “Text Mining”: Applications and Theory. Wiley, West Sussex, PO19 8SQ, UK (2010)
Akthar, F., Hahne, C.: RapidMiner 5 Operator Reference. In: Rapid-I GmbH (2012)
Montgomery, D.C., Peck, E.A., Vining, G.G.: Introduction to Linear Regression Analysis, vol. 821. Wiley, West Sussex, PO19 8SQ, UK (2012)
Lewis, D.D.: Naive (Bayes) at forty: the independence assumption in information retrieval. In: Educational and Psychological Machine learning: ECML-98, pp. 4–15. Springer, Berlin, Heidelberg (1998)
Fu, L.M.: Neural Network in Computer Intelligence. MIT-Press, McGraw-Hill International Edition (1994)
Cristianini, N., Shawe-Taylor, J.: An Introduction to Support Vector Machines and Other Kernel-Based Learning Methods. Cambridge university press (2000)
Author information
Authors and Affiliations
Corresponding authors
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2016 Springer International Publishing Switzerland
About this paper
Cite this paper
Koto, F., Abdillah, O. (2016). Automatic Advisor for Detecting Summarizable Chat Conversations in Online Instant Messages. In: Meesad, P., Boonkrong, S., Unger, H. (eds) Recent Advances in Information and Communication Technology 2016. Advances in Intelligent Systems and Computing, vol 463. Springer, Cham. https://doi.org/10.1007/978-3-319-40415-8_5
Download citation
DOI: https://doi.org/10.1007/978-3-319-40415-8_5
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-40414-1
Online ISBN: 978-3-319-40415-8
eBook Packages: EngineeringEngineering (R0)