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AAAI-99 Workshop on Machine Learning for Information Extraction July 19, 1999, Orlando Florida |
The dramatic growth in the number and size of on-line textual information sources has fueled increasing research interest in the information extraction (IE) problem. Given a set of text documents from some domain, an IE system automatically populates a pre-defined database by extracting relevant fragments from the documents. Manually constructed IE systems cannot adapt to domain changes, and must be adapted for each new problem domain. In consequence, various machine learning (ML) techniques---symbolic learning, inductive logic programming, wrapper induction, statistical methods, and grammar induction---have recently been applied to the IE problem. This research has led to IE systems for several genres---newswire articles, medical texts, Web pages, and Usenet posts---that automatically learn to perform IE.
The purpose of this workshop is to provide a forum for exploring the commonality underlying this diversity of problem domains and approaches. The workshop has three goals:
TOPICS appropriate to this workshop include:
FORMAT: In the interest of promoting as much discussion as possible, the number of paper presentations will be limited in favor of panels, invited talks, and posters. Attendance is limited to 40 participants.
| Dr. Mary Elaine Califf |
| Illinois State University |
| Campus Box 5150 |
| Normal, IL 61790 |
| Phone: (309) 438-5203 |
| 8:45am - 9:00am | Welcome and Introduction |
| 9:00am - 10:00am | Paper Session 1:
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| 10:00am-10:30am | Questions and General Discussion |
| 10:30am-11:00am | Break |
| 11:00am-12:00 | Invited Talk Claire Cardie: New Directions in Machine Learning for Information Extraction |
| 12:00 - 1:30pm | Lunch Breakk |
| 1:30pm - 2:30pm | Paper Session 2
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| 2:30pm-3:00pm | Questions and General Discussion |
| 3:00-3:30 | Break |
| 3:30pm-4:30pm | Invited Talk Tom Mitchell: (TBA) |
| 4:30pm-5:30pm | Panel Discussion on Evaluation and Future Directions |
| Camera ready copy due: | 21 April 1999 |
| Workshop: | July 19, 1999 |
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Mary-Elaine Califf Applied Computer Science Campus Box 5150 Illinois State University Normal, IL 61790-5150 - USA email: mecalif@mail.ilstu.edu phone: +1 309-438-5203 fax: +1 309-438-5113 |
Dayne Freitag School of Computer Science Carnegie Mellon University 5000 Forbes Avenue Pittsburgh, PA 15213 - USA email: dayne@cs.cmu.edu phone: +1 412-268-3052 fax: +1 412-268-5576 |
| Nicholas Kushmerick Department of Computer Science University College Dublin Dublin 4 - IRELAND email: nick@ucd.ie phone: +353 1-706-2479 fax: +353 1-269-7262 |
Ion Muslea Information Sciences Institute / USC 4676 Admiralty Way Marina del Rey, CA 90292-6695 - USA email: muslea@isi.edu phone: +1 310-822-1511 x787 fax: +1 310-822-0751 |
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