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Abstract: As the volume of data on the Internet increases the need for better tools to handle this flood of data is also growing. Interface agents are tools which are designed to aid the user in using various applications. This project describes the development of an agent which employs machine learning techniques to discover rules for filtering email. It explains how the agent observes the user in handling mail and how these observations are used to help automate this task. The agent is then evaluated,... (Update)
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BibTeX entry: (Update)
@misc{ payne-learning,
author = "Terry Payne",
title = "Learning Email Filtering Rules with Magi A Mail Agent Interface",
url = "citeseer.ist.psu.edu/payne94learning.html" }
Citations (may not include all citations):1491 Learning Internal Representations by Error Propagation (context) - Rumelhart, Hinton et al. - 1986
1359 Induction of Decision Trees (context) - Quinlan - 1986
1256 Introduction to Modern Information Retrieval (context) - Salton, McGill - 1983
404 Agents that Reduce Work and Information Overload (context) - Maes - 1994
233 The CN2 Induction Algorithm - Clark, Niblett - 1989
226 Using Collaborative Filtering to Weave an Information Tapest.. (context) - Goldberg, Nichols et al. - 1992
202 Introduction to Wordnet: An On-Line Lexical Database (context) - Miller, Beckwith et al. - 1990
174 Information Filtering and Information Retrieval: Two Sides o.. (context) - Belkin, Croft - 1992
122 Experience with a Learning Personal Assistant - Mitchell, Caruana et al. - 1994
114 Learning Interface Agents (context) - Maes, Kozierok - 1993
100 Personalized Information Delivery: An Analysis of Informatio.. (context) - Foltz, Dumais - 1992
84 A Personal Learning Apprentice (context) - Dent, Boticario et al. - 1992
73 The Multi-Purpose Incremental Learning System AQ15 and its T.. (context) - Michalski, Mozetic et al. - 1986
66 Markets and Computation: Agoric Open Systems (context) - Miller, Drexler - 1988
54 A Learning Approach to Personalized Information Filtering - Sheth - 1994
30 An Overview of the FRUMP System (context) - DeJong - 1982
27 Model-Directed Learning of Production Rules (context) - Buchanan, Mitchell - 1978
19 Computer Software (context) - Kay - 1984
13 Design of a Generic Learning Interface Agent - Metral - 1993
11 Competitive Agents for Information Filtering (context) - Baclace - 1992
10 Classifying Texts Using Relevancy Signatures (context) - Riloff, Lehnert - 1992
10 Natural Language Understanding for Information-Filtering Sys.. (context) - Ram - 1992
9 Modeling Users' Interests in Information filters (context) - Stadnyk, Kass - 1992
5 Electronic Junk (context) - Denning - 1982
5 SCISOR: Extracting Information from OnLine News (context) - Jacobs, Rau - 1990
4 Manual for CN2 version (context) - Boswell - 1990
4 Secret The World-Wide-Web (context) - Berners-Lee, Cailliau et al. - 1994
3 Interest-based information filtering and extraction in natur.. - Ram - 1991
3 Functional Specification of CN and AQ (context) - Clark - 1989
3 Internet Technology (context) - Leiner - 1994
1 The Elm Filter System Guide (context) - Weinstein - 1992
1 supplied as part of the xmail distribution (context) - Wagnitz - 1992
1 The Trillion-Bit Cube (context) - Bains - 1994
1 Bellcore Workshop on High Performance Information Filtering (context) - Baclace, Intake - 1991
1 A Comparitive Study of ID3 and Backpropagation for English T.. (context) - Dietterich, Hild et al. - 1990
1 Intellegent Information-Sharing Systems (context) - Malone, Grant et al. - 1987
1 Intellegent Interfaces as Agents (context) - Chin - 1991
Documents on the same site (http://www.cs.cmu.edu/~terryp/Publications.html): More
Implicit Feature Selection with the Value Difference Metric - Payne, Edwards (Correct)
Instance-Based Prototypical Learning of Set Valued Attributes - Payne (1995) (Correct)
Varying the User Interaction within Multi-Agent Systems - Payne, Sycara, Lewis.. (2000) (Correct)
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