Abstract
We propose an integrated approach to email categorization, filtering, and alerting on mobile devices. After a general introduction to the problem, we present the ifMail prototype, capable of: categorize incoming email messages into pre-defined categories; filter and rank the categorized messages according to their importance; and alert the user on mobile devices when important messages are waiting to be read. The second part of the paper describes an extended evaluation of the ifMail prototype, whose results show the high effectiveness levels reached by the system.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Androutsopoulos, I., Koutsias, J., Chandrinos, K.V., Paliouras, G., Spyropoulos, C.D.: An Evaluation of Naive Bayesian Anti-Spam Filtering. In: Proceedings of the Workshop on Machine Learning in the New Information Age, 11th European Conference on Machine Learning (ECML), Barcelona, Spain, pp. 9–17 (2000)
Asnicar, F.A., Di Fant, M., Tasso, C.: User Model-Based Information Filtering. In: Lenzerini, M. (ed.) AI*IA 1997. LNCS (LNAI), vol. 1321, pp. 242–253. Springer, Heidelberg (1997)
Brajnik, G., Tasso, C.: A shell for Developing Non-Monotonic User Modeling System. International Journal of Human-Computer Studies 40, 31–62 (1994)
Brutlag, C., Meek, J.: Challenges of the email domain for text classification. In: Proceedings of the Seventeenth International Conference on Machine Learning, pp. 103–110 (2000)
Buchanan, G., Jones, M., Thimbleby, H., Farrant, S., Pazzani, M.: Improving mobile internet usability. In: Proceedings 10th WWW Conf., pp. 673–680. ACM Press, New York (2001)
Carreras, X., Marquez, L.: Boosting Trees for Anti-Spam Email Filtering. In: Proceedings of RANLP-01. 4th International Conference on Recent Advances in Natural Language Processing, Tzigov hark, BG (2001)
Chittaro, L., Dal Cin, P.: Evaluating interface Design Choices on WAP Phones: Navigation and Selection. Personal and Ubiquitous Computing 6(4), 237–244 (2002)
Cohen, W.: Learning Rules that Classify E-Mail. In: Papers from the AAAI Spring Symposium on Machine Learning in Information Access, pp. 18–25 (1996)
Crawford, E., Kay, J., McCreath, E.: Automatic Induction of Rules for e-mail classification. In: Proceedings of the Sixth Australian Document Computing Symposium, Coffs Harbour, Australia, December 7 (2001)
Ducheneaut, N., Bellotti, V.: Email as Habitat. Interactions (September/October 2001)
Jones, M., Buchanan, G., Thimbleby, H.: Sorting out searching on small screen devices. In: Paternó, F. (ed.) Mobile HCI 2002. LNCS, vol. 2411, pp. 81–94. Springer, Heidelberg (2002)
Mackay, W.: Diversity in the Use of Electronic Mail: A Preliminary Inquiry. ACM Transactions on Office Information Systems 6(4), 380–397 (1988)
Manco, G., Masciari, E., Ruffolo, M., Tagarelli, A.: Towards An Adaptive Mail Classifier. In: Atti dell’Ottavo Convegno AI*IA 2002, Siena, Italy, p. 63 (2002)
McCreath, E., Kay, J.: Iems: Helping Users Manage Email. In: Brusilovsky, P., Corbett, A.T., de Rosis, F. (eds.) UM 2003. LNCS, vol. 2702, pp. 263–272. Springer, Heidelberg (2003)
Minio, M., Tasso, C.: User Modelling for Information Filtering on Internet Services: Exploiting an Extended Version of the UMT Shell. In: UM 1996 Workshop on “User Modeling for Information Filtering on the WWW”, Kaiula-Kona, Hawaii, USA, January, 2-5 (1996)
Minio, M., Tasso, C.: IFT: un’Interfaccia Intelligente per il Filtraggio di Informazioni Basato su Modellizzazione d’Utente. AI*IA Notizie IX(3), 21–25 (1996)
Mizzaro, S., Tasso, C.: Ephemeral and Persistent Personalization in Adaptive Information Access to Scholarly Publications on the Web. In: De Bra, P., Brusilovsky, P., Conejo, R. (eds.) AH 2002. LNCS, vol. 2347, pp. 306–316. Springer, Heidelberg (2002) ISBN 3-540-43737-1
Moulinier, I., Raskinis, G., Ganascia, J.G.: Text Categorization: a Symbolic Approach. In: Proceedings of the Fifth Annual Symposium on Document Analysis and Information Retrieval, Las Vegas, April 1996, pp. 87–99 (1996)
Nokia Corporation, WML to XHTML migration. Version 2.0 (2002), http://www.nokia.com/
Openwave Systems Inc., Openwave Usability Guidelines for WAP Applications (2001), http://developer.openwave.com/support/techlib.html/
Openwave Systems Inc., Migrating to WML with GUI Extensions and XHTML Mobile Profile (2001), http://developer.openwave.com/support/techlib.html/
Open Mobile Alliance, http://www.wapforum.org/
Pantel, P., Lin, D.: Spamcop: A spam classification & organization program. In: Proceedings of AAAI 1998 Workshop on Learning for Text Categorization, pp. 95–98 (1998)
Payne, T., Edwards, P.: Interface agents that learn: An investigation of learning issues in a mail agent interface. Applied Artificial Intelligence 11, 1–32 (1997)
Phone.com Inc., WML Application Style Guide (2000), http://www.openwave.com/
Rennie, J.D.M.: ifile: An application of Machine Learning to E-Mail Filtering. In: Proceedings KDD 2000 Workshop on Text Mining, Boston (2000)
Sahami, M., Dumais, S., Heckerman, D., Horvitz, E.: A bayesian approach to filtering junk e-mail. In: AAAI 1998 Workshop on Learning for Text Categorization (1998)
Sebastiani, F.: Machine Learning in Automated Text Categorization. ACM Computing Surveys 34(1), 1–47 (2002)
Segal, R.B., Kephart, J.O.: Incremental Learning in SwiftFile. In: Proceeding of the International Conference on Machine Learning, pp. 863–870. IBM, San Francisco (2000)
Tasso, C., Armellini, M.: Exploiting User Modeling Techniques in Integrated Information Services: The TECHFINDER System. In: Lamma, E., Mello, P. (eds.) Proceedings of the 6th Congress of the Italian Association for Artificial Intelligence, Pitagora Editrice, Bologna, I, September 14-17, pp. 519–522 (2000)
Van Rijsbergen, K.: Information Retrieval, 2nd edn. Butterworths, London (1979), http://www.dcs.gla.ac.uk/Keith/pdf
Venolia, G., Dabbish, L., Cadiz, J.J., Gupta, A.: Supporting Email Workflow. Microsoft Research Tech Report MSR-TR-2001-88
Whittaker, S., Sidner, C.: Email Overload: Exploring Personal Information Management of Email. In: Proceedings of the ACM Conference on Human Factors in Computing Systems (CHI 1996), pp. 276–283 (1996)
Yang, Y., Liu, X.: A re-examination of text categorization methods. In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, Berkley, CA, USA, August 15-19, pp. 42–49 (1999)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Cignini, M., Mizzaro, S., Tasso, C., Virgili, A. (2004). E-Mail on the Move: Categorization, Filtering, and Alerting on Mobile Devices with the ifMail Prototype. In: Crestani, F., Dunlop, M., Mizzaro, S. (eds) Mobile and Ubiquitous Information Access. MUIA 2003. Lecture Notes in Computer Science, vol 2954. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-24641-1_9
Download citation
DOI: https://doi.org/10.1007/978-3-540-24641-1_9
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-21003-0
Online ISBN: 978-3-540-24641-1
eBook Packages: Springer Book Archive