Title :
Similarity-based agents for e-mail mining
Author :
Loia, Vincenzo ; Senatore, Sabrina ; Sessa, Maria I.
Author_Institution :
Dipt. di Matematica ed Inf., Salerno Univ., Italy
Abstract :
With Internet use continuing to explode, and due to the simplicity of sending e-mails to many people, recent years have seen the time spent in dealing with unnecessary and irrelevant e-mails increasing. In general, we note that the efforts of the scientific and industrial communities have been focused on the idea of smart filtering services. Our approach is different: the user wishes to send an e-mail to an appropriate reader, i.e. a user whose "profile" is compatible with the content of the e-mail itself. The profile is described in terms of topics that are related to the e-mail argument through a similarity-based network. The e-mail writer establishes this cognitive frame on the client-side, exploiting similarity-based reasoning. Then a search engine, based on mobile computation, is triggered: a number of autonomous agents are created and sent on to the network. The agents work as a Web-crawling spider, not exploring the net indiscriminately but searching domain-relevant documents directly on potential reader hosts. From this kind of document, the agent extracts logic-based knowledge that is processed by the similarity deduction engine. As a result, the agent returns an evaluation of the users\´ degree of interest in receiving the potential e-mail. On the client-side, a collector receives the different evaluations in order to define the final user mailing list by means of a flexible mechanism
Keywords :
Internet; cognitive systems; data mining; electronic mail; inference mechanisms; multi-agent systems; search engines; software agents; user modelling; Internet; Web-crawling spider; autonomous agents; client-side cognitive framework; client-side collector; domain-relevant documents; electronic mail mining; flexible mechanism; irrelevant e-mails; logic-based knowledge extraction; mobile computation; potential reader hosts; search engine; similarity deduction engine; similarity-based agents; similarity-based network; similarity-based reasoning; smart filtering services; topics; user mailing list; user profile; users interest evaluation; Autonomous agents; Computer architecture; Electronic mail; Filtering; Internet; Postal services; Proposals; Protocols; Search engines; Software design;
Conference_Titel :
IFSA World Congress and 20th NAFIPS International Conference, 2001. Joint 9th
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-7078-3
DOI :
10.1109/NAFIPS.2001.944289