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More than Threads: Identifying Related Email Messages

Published: 17 October 2018 Publication History

Abstract

In the typical state of an ever growing mailbox, it becomes essential to assist the user to better organize and quickly look up the content of his electronic life. Our work addresses this challenge, by identifying related messages within a user's mailbox. We study the notion of semantic relatedness between email messages and aim to offer the user with a wider context of the message he selects or reads. The context is represented by a small set of messages that are semantically related to the given message. We conduct experiments on a large-scale mail dataset obtained from a major Web mail service and demonstrate the effectiveness of our model in this task.

References

[1]
Nir Ailon, Zohar S. Karnin, Edo Liberty, and Yoelle Maarek. 2013. Threading Machine Generated Email. In WSDM'2013. 405--414.
[2]
Erik Aumayr, Chan Jeffrey, and Conor Hayes. 2011. Reconstruction of Threaded Conversations in Online Discussion. In ICWSM'2011 .
[3]
N. Avigdor-Elgrabli, M. Cwalinski, D. Di Castro, I. Gamzu, I. Grabovitch-Zuyev, L. Lewin-Eytan, and Y. Maarek. 2016. Structural Clustering of Machine-Generated Mail. In CIKM '2016. ACM, 217--226.
[4]
D. Carmel, L. Lewin-Eytan, A. Libov, Y. Maarek, and A. Raviv. 2017a. The Demographics of Mail Search and their Application to Query Suggestion. In WWW'2017 .
[5]
D. Carmel, L. Lewin-Eytan, A. Libov, Y. Maarek, and A. Raviv. 2017b. Promoting Relevant Results in Time-Ranked Mail Search. In WWW '17 .
[6]
Micha Elsner and Eugene Charniak. 2010. Disentangling Chat. Comput. Linguist., Vol. 36, 3 (Sept. 2010), 389--409.
[7]
Y. Koren, E. Liberty, Y. Maarek, and R. Sandler. 2011. Automatically tagging email by leveraging other users' folders. In KDD 2011 .
[8]
David D. Lewis and K. A. Knowles. 1997. Threading Electronic Mail - A Preliminary Study. Inf. Process. Manage., Vol. 33, 2 (1997), 209--217.
[9]
T. Mikolov, K. Chen, G. Corrado, and J. Dean. 2013. Efficient Estimation of Word Representations in Vector Space. CoRR, Vol. abs/1301.3781 (2013).
[10]
J. Proskurnia, M. A. Cartright, L. G. Pueyo, I. Krka, J. B. Wendt, T. Kaufmann, and B. Miklos. 2017. Template Induction over Unstructured Email Corpora. In WWW 2017, Perth, Australia . 1521--1530.
[11]
P. Ramarao, S. Iyengar, P. Chitnis, R. Udupa, and B. Ashok. 2016. InLook: Revisiting Email Search Experience. In SIGIR'2016 .
[12]
Dou Shen, Qiang Yang, Jian-Tao Sun, and Zheng Chen. 2006. Thread Detection in Dynamic Text Message Streams. In SIGIR'2006. 35--42.
[13]
Y.C. Wang, M. Joshi, W. W. Cohen, and C. P. Rose. 2008. Recovering Implicit Thread Structure in Newsgroup Style Conversations. In ICWSM .
[14]
J. B. Wendt, M. Bendersky, L. G. Pueyo, V. Josifovski, B. Miklos, I. Krka, A. Saikia, J. Yang, M. A. Cartright, and S. Ravi. 2016. Hierarchical Label Propagation and Discovery for Machine Generated Email. In WSDM 2016 .
[15]
Jen yuan Yeh and Harnly Aaron. 2006. Email thread reassembly using similarity matching. In In Proc. of CEAS .

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  • (2022)27 Years and 81 Million Opportunities Later: Investigating the Use of Email Encryption for an Entire University2022 IEEE Symposium on Security and Privacy (SP)10.1109/SP46214.2022.9833755(860-875)Online publication date: May-2022

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cover image ACM Conferences
CIKM '18: Proceedings of the 27th ACM International Conference on Information and Knowledge Management
October 2018
2362 pages
ISBN:9781450360142
DOI:10.1145/3269206
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 17 October 2018

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Author Tags

  1. machine generated mail
  2. machine learning
  3. mail
  4. mail clustering
  5. mail mining
  6. mail organizing
  7. mail search
  8. related messages

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  • (2022)27 Years and 81 Million Opportunities Later: Investigating the Use of Email Encryption for an Entire University2022 IEEE Symposium on Security and Privacy (SP)10.1109/SP46214.2022.9833755(860-875)Online publication date: May-2022

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